{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mon Jun  5 01:27:39 2023       \n",
      "+---------------------------------------------------------------------------------------+\n",
      "| NVIDIA-SMI 530.51.01              Driver Version: 532.03       CUDA Version: 12.1     |\n",
      "|-----------------------------------------+----------------------+----------------------+\n",
      "| GPU  Name                  Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
      "| Fan  Temp  Perf            Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
      "|                                         |                      |               MIG M. |\n",
      "|=========================================+======================+======================|\n",
      "|   0  NVIDIA GeForce RTX 3090         On | 00000000:09:00.0  On |                  N/A |\n",
      "| 96%   31C    P8               40W / 350W|   1060MiB / 24576MiB |     13%      Default |\n",
      "|                                         |                      |                  N/A |\n",
      "+-----------------------------------------+----------------------+----------------------+\n",
      "                                                                                         \n",
      "+---------------------------------------------------------------------------------------+\n",
      "| Processes:                                                                            |\n",
      "|  GPU   GI   CI        PID   Type   Process name                            GPU Memory |\n",
      "|        ID   ID                                                             Usage      |\n",
      "|=======================================================================================|\n",
      "|    0   N/A  N/A        22      G   /Xwayland                                 N/A      |\n",
      "|    0   N/A  N/A        33      G   /Xwayland                                 N/A      |\n",
      "+---------------------------------------------------------------------------------------+\n"
     ]
    }
   ],
   "source": [
    "!nvidia-smi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.utils.data import Dataset\n",
    "from torchvision import datasets, transforms\n",
    "from PIL import Image\n",
    "import pandas as pd\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "use_cuda = torch.cuda.is_available()\n",
    "device = torch.device(\"cuda\" if use_cuda else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Flatten(nn.Module):\n",
    "    def forward(self, x): return x.view(x.size(0), -1)\n",
    "\n",
    "class Net(nn.Sequential):\n",
    "    def __init__(self, i):\n",
    "        super().__init__(\n",
    "            nn.Conv2d(3, 32, 3, 1), nn.ReLU(),\n",
    "            *[layer for _ in range(i) for layer in [nn.Conv2d(32, 32, 1, 1), nn.ReLU()]],\n",
    "            nn.MaxPool2d(2), nn.Dropout(0.25),\n",
    "            nn.Conv2d(32, 64, 3, 1), nn.MaxPool2d(2), nn.Dropout(0.25),\n",
    "            Flatten(), nn.Linear(57600, 128), nn.ReLU(), nn.Dropout(0.5),\n",
    "            nn.Linear(128, 2), nn.LogSoftmax(dim=1) )\n",
    "\n",
    "def train(model, device, train_loader, optimizer, epoch):\n",
    "    model.train()\n",
    "    losses = []\n",
    "    for batch_idx, (data, target) in enumerate(train_loader):\n",
    "        data, target = data.to(device), target.to(device)\n",
    "        optimizer.zero_grad()\n",
    "        output = model(data)\n",
    "        loss = F.nll_loss(output, target)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        # if batch_idx % 100 == 0:\n",
    "        #     print('Train Epoch: {} [{}/{} ({:.0f}%)]\\tLoss: {:.6f}'.format(\n",
    "        #         epoch, batch_idx*len(data), len(train_loader.dataset),\n",
    "        #         100. * batch_idx/len(train_loader), loss.item()))\n",
    "        losses.append(loss.item())\n",
    "    return sum(losses)/len(losses)\n",
    "\n",
    "from sklearn.metrics import recall_score\n",
    "\n",
    "def test(model, device, test_loader):\n",
    "    model.eval()\n",
    "    test_loss = 0\n",
    "    all_preds = []\n",
    "    all_targets = []\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        for data, target in test_loader:\n",
    "            data, target = data.to(device), target.to(device)\n",
    "            output = model(data)\n",
    "            test_loss += F.nll_loss(output, target, reduction='sum').item()\n",
    "            pred = output.argmax(dim=1, keepdim=True)\n",
    "            \n",
    "            # Store predictions and targets for recall calculation\n",
    "            all_preds.extend(pred.cpu().numpy())\n",
    "            all_targets.extend(target.cpu().numpy())\n",
    "    \n",
    "    recall = recall_score(all_targets, all_preds, average='micro')  # compute recall for each class\n",
    "\n",
    "    # print('\\nTest set: Average loss: {:.4f}, Recall: {:.2f}\\n'.format(\n",
    "    #     test_loss/len(test_loader.dataset), class_recall))\n",
    "\n",
    "    return recall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyDataset(Dataset):\n",
    "    def __init__(self, data_dir, transforms=None):\n",
    "        self.data_dir = data_dir\n",
    "        self.data_info = self.get_img_info(data_dir)\n",
    "        self.transforms = transforms\n",
    "\n",
    "    def __getitem__(self, item):\n",
    "        path_img, label = self.data_info.iloc[item][1:3]\n",
    "        label = int(label)\n",
    "        path_img = os.path.join(self.data_dir, path_img)\n",
    "        image = Image.open(path_img).convert('RGB') # Gray scale is enough for logic interpretation\n",
    "        # 使用定义好的transforms，对数据进行处理\n",
    "        if self.transforms is not None:\n",
    "            image = self.transforms(image)\n",
    "\n",
    "        return image, label\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.data_info)\n",
    "    \n",
    "    def get_img_info(self, data_dir):\n",
    "        path_dir = os.path.join(data_dir, 'label.csv')\n",
    "        return pd.read_csv(path_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_folder = \"dataset03\"\n",
    "exp_name = f\"{dataset_folder}_ablation_study_2\"\n",
    "\n",
    "if not os.path.exists(f'./models/{exp_name}'):\n",
    "    os.mkdir(f'./models/{exp_name}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "kwargs = {'num_workers': 16}\n",
    "batch_size=128\n",
    "\n",
    "InDL = True\n",
    "if InDL:\n",
    "    transform = transforms.Compose(\n",
    "        [transforms.ToTensor(), transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))]) \n",
    "\n",
    "    trainset = MyDataset(f\"data/train/{dataset_folder}\", transform)\n",
    "    testset = MyDataset(f\"data/test/{dataset_folder}\", transform)\n",
    "else:\n",
    "    transform=transforms.Compose(\n",
    "        [transforms.ToTensor(),transforms.Normalize((0.1307,), (0.3081,))])\n",
    "\n",
    "    trainset = datasets.MNIST(root='data/mnist', train=True, download=True, transform=transform)\n",
    "    testset = datasets.MNIST(root='data/mnist', train=False, download=True, transform=transform)\n",
    "    \n",
    "    # trainset = datasets.CIFAR10(root='data/cifar10', train=True, download=True, transform=transform)\n",
    "    # testset = datasets.CIFAR10(root='data/cifar10', train=False, download=True, transform=transform)\n",
    "    \n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(trainset, batch_size=batch_size, shuffle=True, **kwargs)\n",
    "test_loader = torch.utils.data.DataLoader(testset, batch_size=batch_size, shuffle=True, **kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:14<00:00,  2.55s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:19<00:00,  2.59s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:27<00:00,  2.68s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:30<00:00,  2.71s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:40<00:00,  2.81s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:44<00:00,  2.85s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:50<00:00,  2.91s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [04:59<00:00,  2.99s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [05:02<00:00,  3.02s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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EcOCBEj084QT7z1RWVqJSSzxsaGjwtxAuoX1MCCGEkCiJLVLYu7cIu02bMl/ftMk5169fP6k2Li01Xxs2TCKL+YinAw6Q+fn4Y//fETSMFBJCCCEkSmIThRUVEulbtMh8LZ2W53V19p8ZO1aEWzptvvbhhyIWlYjyw2efSU5hv37+vyNoGCkkhBBCSJTE2qdw2jTgnnuA++4DVqyQgo+mJrMa+eKLgRtuMKefNEmqj6dOFTH4xBNSaDJ5sjnNjh3AW2/JDQBWr5bH69aZ7//4x8CrrwJr1ogI/c53gIMOknY4SYGFJoQQQgiJklhzCs89F/jiC2D6dLGAR44Enn7aLD5Zt04qkhX77Qc88wxwzTWSBzhggAjE664zp3njDeAb3zCfT5sm9xMmAH/8o1jP77wjQrS+Xppcn3QS8ItfJKtXIe1jQgghhERJ7IUmU6bIzY4XXuj4Wl2dRPmcOP54wDCc36+qEmGZdGgfE0IIISRKYh/mjthD+5gQQgghUUJRmFBoHxPin7//PbOIjRBC8mb2bBlGrVMnGZt3yRLnaY8/HkilOt5OO03e371bct8OPxzo3Fly2S6+GFi/PoolcYSiMKHQPibEH42NMu75+PGZnQoIIcQ3Dz4oRQozZgDLlgEjRkh16ubN9tM/8giwYYN5e+89KWo4+2x5f+dO+Z6bbpL7Rx4BVq4Evv3t6JbJhthzCok9tI8J8UdjI7Bnj3Qa2LkT6NIl7jkihCSRxsbGjIEorINUZDBrFnDZZWZ7lLlzpQXK/PnA9dd3nL5nz8znDzwAVFeborCmBli4MHOau+4CRo+WKtuBA30uVX4wUphQaB8T4g/9QmrnzvjmgxCSbIYPH46ampr228yZM+0nbG0Fli4Fxo0zXyspkeeLF7v7sXnzZDi1zp2dp9m+XSzm7t1dL0PQMFKYUGgfE+IPfZ9paopvPgghyWb58uUYMGBA+3PHKOGWLUBbm9kvT1FbC3zwQe4fWrJE7ON585ynaW6WHMPzzwe6dXMx9+FAUZhQGCkkxB+MFBJC3NC1a1d0i0KAzZsnBSWjR9u/v3s3cM450k9vzpzw5ycLtI8TCiOFhPiDkUJCSKD07i1FIps2Zb6+aRPQt2/2zzY1ST7hpZfav68E4dq1kmMYY5QQoChMLCw0IcQfFIWEkECpqABGjcrsc5VOy/O6uuyffeghoKUFuPDCju8pQfjRR8CzzwK9egU73z6gfZxQaB8T4g/ax4SQwJk2TcbLPeoosYHvvFOuOlU18sUXy9i71mKVefOkP5ZV8O3eDXz3u9KO5vHHJWdx40Z5r2dPUwREDEVhQqF9TIg/GCkkhATOuecCX3wBTJ8u4m3kSODpp83ik3XrpCJZZ+VK4OWXgX/8o+P3ff45sGCBPB45MvO955+X5tcxQFGYUGgfE+IPikJCSChMmSI3O154oeNrQ4ZI8YgdgwY5vxcjzClMKLSPCfEH7WNCCPEHRWFCoX1MiD8YKSSEEH9QFCYU2seE+IORQkII8QdFYUKhfUyIPxgpJIQQf1AUJhTax4T4g6KQEEL8QVGYUBgpJMQftI8JIcQfFIUJhZFCQvzBSCEhhPiDojChsNCEEH8wUkgIIf6gKEwotI8J8QcjhYQQ4g+KwoRC+5gQf1AUEkKIPygKE4qKFKbTMk42IcQdtI8JIcQfFIUJRYlCgBYyIV5gpJAQQvxBUZhQlH0M0EImxAsUhYQQ4g+KwoRCUUiIP2gfE0KIPygKE0ppqdwA2seEeMEqCtPp+OaFEEIKCYrCBMMKZEK8Y91fmpvjmQ9CCCk0KAoTDHsVEuIdqyhkXiEhhLiDojDBcFQTQrxDUUgIIf6gKEwwtI8J8Y51f2GxCSGEuIOiMMHQPibEO4wUEkKIPygKEwwjhYR4h6KQEEL8QVGYYJhTSIh3aB8TQog/KAoTDO1jQrzDSCEhhPiDojDB0D4mxDtqf+nSRe4ZKSSEEHdQFCYY2seEeEftLz16yD0jhYQQ4g6KwgRD+5gQ7yhR2L273FMUEkKIOygKEwztY0K8Y40U0j4mhBB3UBQmGEYKCfEOI4WEEOIPisIEw5xCQrzDSCEhhPiDojDB0D4mxBuGwUITQgjxC0VhgqF9TIg32tpEGAK0jwkhxCsUhQmGkUJCvKHvK7SPCSHEGxSFCYY5hYR4w04UMlJICCHuoChMMLSPCfGGvq/U1Mg9RSEhhLiDojDB0D4mxBtqXykv5zB3JD+am4Gf/QxYujTuOSEkOigKEwztY0K8ofaVigqguloeM1JI/PDMM8DNNwM33BD3nBASHRSFCYb2MSHe0EVh587ymJFC4odt2+T+yy/jnQ+SIGbPBgYNAjp1AsaMAZYscZ72+OOBVKrj7bTTzGkeeQQ46SSgVy957623Ql6A3FAUJhjax4R4w04UMlJI/LBrl9zv2BHvfJCE8OCDwLRpwIwZwLJlwIgRwMknA5s320//yCPAhg3m7b33gNJS4OyzzWmamoBjjwVuvz2aZXBBWdwzQJyhfUyIN+zs4507pXdhKhXffJHCQ0WYeVFBAACzZgGXXQZMnCjP584FnngCmD8fuP76jtP37Jn5/IEH5KCki8KLLpL7NWtCmWU/MFKYYGgfE+INu0ihYUjRACFeYKSw+GlsbERDQ0P7raWlxX7C1lapOBo3znytpESeL17s7sfmzQPOO888MCUUisIEQ/tYTuiPPQasWhX3nJBCwC5SCDDaQ7yji0I1Sg4pLoYPH46ampr228yZM+0n3LJFhkuqrc18vbYW2Lgx9w8tWSL28fe/n/9Mhwzt4wTDSCHw+uvAGWcAX/sa8NJLcc8NSTq6KCwtBSorgZYWEYW9e8c7b6SwUKKwrU22oU6d4p0fEjzLly/HgAED2p9XVlaG80Pz5gGHHw6MHh3O9wcIRWGCYaTQzOH94IN454MUBrooBMSpaWlhBTLxjr7N7NhBUViMdO3aFd26dcs9Ye/ecpW5aVPm65s2AX37Zv9sU5PkE/785/5nNEJoHycYFpqYy/7FF3JyJyQbVlHIXoXELypSCGTPK9y0icemoqeiAhg1Cli0yHwtnZbndXXZP/vQQ7KBXHhhuPMYEBSFCYb2caYg3rAhvvkghYFdpBBgpJB4x40o/OwzYL/9gNNPj2aeSIxMmwbccw9w333AihXApElytamqkS++2L7T+bx5wPjx0ovQytat0ptw+XJ5vnKlPHeTpxgSFIUJJmz7uLFRiqf+4z/C+f4g0K/AP/ssvvkghYGTKGSkkHhFF4VO28/KlXLR/s9/SuCIFDHnngv8+tfA9OnAyJEi3p5+2iw+WbeuY+Ri5Urg5ZeBSy+1/84FC4AjjzQbWp93njyfOzespcgJcwoTTNj28SuvSPR70ybgyivD+Y180Zf988/jmw9SGNA+JkFhzSm0o6FB7pubgfXrgX33DX++SIxMmSI3O154oeNrQ4ZkL12/5BK5JQhGChNM2PaxOlEm2VrTRSEjhSQXtI9JULixjxsbzccffRTu/BASBYwUJpiw7WN10NMPfkmDkcLoaG0FvvMd4KtflZGcChFGCklQ+BGF3/hGuPNECN55x/20Rxzh+espChNM2PaxOuglOYrCSGF0vP22pMi88UbxiEJGColfvIrCjz8Od34IASD5jKmUsy2t3kulpMmmRygKE0zY9rE6UTJSSABg2za5L+RhvVhoQoLCTU4h7WMSOatXh/r1FIUJJh/72DBkVJ2DD3ZuuqrEYGurXFCUlvqbzzBhpDA66uvlvrk5udtDLmgfk6BwU33MSCGJnP33D/XrKQoTTD6RwkWLgBNPBP7f/3OubtcPes3NyRynW29Js369tH0oYXlUKChRCMhJ0E2j/6RB+5gEhR/7mMcnEjoLFrif9tvf9vz1vkThp5+KXa3K75csAf7yF2D4cODyy/18I7Ejn0ihsjKyXb3qB71du5IpCvVl37NHRjaxjklOgkHZx0DxicK4I4U7dkiu5te+VpgR2L0Nw/AuCpubJcVlv/3CnTeylzN+vLvpfOYU+rqm+fd/B55/Xh5v3CgRqSVLgBtvLJjh/QqCfApN3LSb0d9Lal6hddlpIYeHHiks1LzCpNrHN90klakPPhjvfBB3tLZmNqN2IwoBWsgkAtJpdzcfghDwKQrfew8YPVoe/+1vwGGHSSPk++8H/vhHX/NBbFAntj17sve/tEMJvmyi0BopTCJWUchik/Cw2seFiNpeVJQ9KfbxypVy/+GH8c4HcYf1eJhLFCrLmMUmpNDxZR/v3g1UVsrjZ581beuhQzk+bZCoExsg61yJxC++AP7wBxlycfBg+8+6iRQWoihkpDA8dPuYkcJg+eILud+6Nd75IO7wKgqHDpXhaykKSeQ0NQEvvijD7FlPmD/4geev8yUKDz1UihdOOw1YuBD4xS/k9fXr7cd8Jv5QJzZA/mv1/J57ZJ3X1wO//739Z73ax3FHUpxQ23hJiUTEGSkMj2KKFCat0GTLFrn/8st454O4w7q95BKFo0aJKHSyjxcsALp3B77+9cBm0RNNTUBVFYtgio433wS+9S3ZYJuagJ495WBTXQ306eNLFPraRG6/HfjP/wSOPx44/3xgxAh5fcEC01Z2y+zZwKBB0jZlzBjJTcxGfT0weTLQr59EKw85BHjySfP9l14CTj8d6N9f8iwfe6zjdxiGjGndr5/sKOPGJfMKTxeFegXymjVyn+0E46YHYSFFClXyNiOF4VGMOYVJKTRRopCRwsLAejx02n7U2MdHHin3dueR1aulNuDMMwObPU989hnQt6+cq0mRcc01Ini2bRMx8+qrwNq1cpXy61/7+kpfovD44+Ugt2ULMH+++frllzu3P7HjwQeBadNk9IRly0RcnnwysHmz/fStrVLUsmYN8PDDkqdzzz3AgAHmNE1N8j2zZzv/7h13SIRt7lzgtdfkxHHyyVI9liT0KkU9Kqws+mwnumKzjw84QO4ZKQwPa/VxIZJE+7i52RTZjBQ688knkpOehG3PjX1sGGak8CtfkftPPsksUAGkPZhhyH/vNTc8CBYtkvnPFXAhBchbbwE//KGEgEtLpYfbfvuJyPnJT3x9pS9RuGuX/HaPHvJ87VrgzjtFpPXp4/57Zs0CLrtMcuOGDxeRVl2dKTR15s+XK+3HHgPGjpUI43HHmZFKADj1VOCWW4AzzrD/DsOQef3pT2Wc1yOOAP70J7G+7aKKipaWFjQ0NLTfGq1lZyGQStlXIK9fL/fZojnqwNrc3PEgpSiE6mPVp5CiMHyKOVIYp32sC0FGCp25/HI5FxxyiBzrfRZPBoIbUdjSIkWAgBRblpWZbWl0XnjBfBzWkKXZWLpU7pN6jCd5UF5u5gT06SN5hQBQUyO9A33gSxR+5zsipAA5kYwZA/zmNxIinzPH3Xe0tsrGOm6cNjMl8nzxYvvPLFgA1NWJfVxbKzvibbd5O3isXi1tdPTframRZXD6XQCYOXMmampq2m/Dhw93/6N5YNfAWonCbFfUbgRfIUUKVUEN7eNwMIzizimMc3mUdQwwUpiN5cvlfv164NJLJfq2cGE886KOnzU1cm8nCvW4QPfu5jFKt5ANI1MUxuFGuRWFL7wAvPNO6LNDguTII4HXX5fHxx0neXH33w9cfbUIJB/4KjRZtgz47W/l8cMPi0B7803gf/5H5mnSpNzfsWWLiDlrI+LaWuCDD+w/s2oV8NxzwAUXSB7hxx8DV14pgmnGDHfzvnGj+TvW31Xv2XHDDTdg2rRp7c8///zz4IWhYXQIadSUAWkAu+sBNMmV6Y5NQDWAdKO8Zkdbg0wDADu/AGz7UjeZ06jvTxolu2QeD+r3f8u8A2jYUJiNlf0SxSgJu3YCZa3mAaFlKxK5PeRCbS9VaQBNst1XAzB2yC2Vin6etn5q7met9bJvsoF1Jrt2AQ0bZT3d+BNJ//n4HWD8ScCkK3ynR/mmdZvMy8BewCfbAezs+L+p43B1FVDaDBw6CPj8I2DN+wDGyDSrPgG2fW7+/y1bEek4Ym1twIdvyu+ndsJxn/7yS+DbJ0ih6KpV8ewnjlRXJ2yGEsRtt5lXJ7feClx8sQiwgw8G5s3z9ZUpw/Ce5VBdLcJt4EDgnHOkGnnGDIlWDhnizqpZv15yAV95RaJ/imuvlerq117r+JlDDpErrdWrzZ1z1izgV7+yb4WTSgGPPprZAPyVV8R6Xr9eCk0U55wj07ttLvvZZ59hv/32w6effop91dAu+dLUBHTpEsx3EUIIIYXOjh2BD7cVyvm7SPAVfzjoIMm/+/RT4JlngJNOktc3b3YfwendW4Tdpk2Zr2/aJJVSdvTrJ8JQv1obNkwifG5zNdR3e/ldQgghhJBEsXq1fcn7Rx+ZbUo84iuQPX26DHV3zTXAN79pRvr+8Q+zND8XFRVSNb1okRnJS6fl+ZQp9p8ZO1bGWNbttA8/FLGot2/JxuDBIv4WLQJGjpTXGhokMunG9g6V6uoOySuHHQasXgM8t0jyHp94AjjnXHmvS+eO4lYxeDCw+f8a5v7rZXNZdXr0AFr/L1fx+utkKK6kMXIk8NHHwD+ekYKqZxcBc+cAF10U95xFw5QpwL1/BM4YD/z5z+H9zuLFwLgTzefnnwf813+F93thcdRRwIoPgCefkBQbwNzOV35gjtceJbfeCtw203z+/HPeW3cVO3PnAj/8EXD6vwEPPCCvrVoFHH5E9uNcWMyZA/zox8CZZ0heY+MO4J23gQMPNKf5xz+AM84ERhwhDtTChcD4M4DhwyTNyzDExdugpSW99qrvVC9f/PjHwH9oef5rVgP77NNxOn3/v3e+OGeJQbUQIB255BLge9+TDU3ntdfkAK4ntLrElyj87neBY48Vy1av/D3hBOeqXzumTQMmTJAD+ejRUhXc1CQVaIDY4wMGADP/74A6aRJw113A1KnAVVeJGL7ttsz+jDt2ZDYQXb1aqrZ79hS7O5WSHMxbbpH1OHiwiKH+/d2PMx0aqVSHMHlbJ2AngJYyAJ2Bz7bJc0DywAyHdIsvdprT7TDQIamwrQ2o14pXGto6TpMEtu+R5SirAfYZJI/XbkEi5zUMtuySZd60A6Eu89YWc3sBgC+bw/29sNC3FzX/qS7Azm32+0EUbGjIXLdf7IxnPqJk505v5/KP1ss66n8w2tdNZc//O/bFsC02puW3S7sBJV2BnTvkNX0+6nfLNOXd5fUDDpfn760G0lXSnuaTjRKw6N5dnLRdJdEuy+J3Mrc9p99vgjndR+vtpyEJ5M03JVpm5atfdY6u5cB3ymvfvnJT1aD77uv96vfcc2X4p+nTxQIeORJ4+mmzCGTduswE+/32E7v6mmuklcyAASIQr7vOnOaNN2TgeYWqDZkwwRyX+dprRXxefrlUXB57rPxup07e5j8K1FB3yh5XlceAXIk2N0vPSh1rvYpdjqe1Ei3p1ceVlWY/yr2pAnn79sz7sNArj4HiqT4GRJxs2xbfMunVx0Dxt6V59lnp+zpzphxr3bB6tdzrw3aq41pbmxTYlUVYoKGOh1VVZpq3tQJZ5ferlKn9989sS/P88/J6XZ0EUDZvjrb6uK1NNIOO0+/rx/9Vq8KbJxIwqVRmGbxi+3bfPZ185RSm08DPfy7l+vvvL7fu3WXoNaeeeE5MmSJ9DltaJOI5Zoz53gsvmEJOUVcnTbubm+VK7Cc/ycwxPP54EUXWm/49qZTM/8aN8j3PPiu5iknE2qdQF4WAfauE5ubMJqmFLApVn8KKClMU7k29CtWICVbRFjSqcbU68RZLn0Ig/l6FShSqC9xib0vzyCNyHnjxRfefySYKgeiPT15EYdeucl9WltmWRjl3xx9vBhzU8SwKVq6Ubb5zZ7N/sJv2ZBSFBcTXvy5XX7oAbGuT14491tdX+rr2uvFGqXb+5S/NyOXLLwM33yyC5NZbfc0LscHap9AqCpuaOuaIWCMididD62tJFYX6SV7lg+1NolBFCMMWher7BwyQi7RiihTG3atQicLBg+VCttgjha++Kvde8gDtRGFlpfl41y5TfEWBOj5WVZnbj1UUqgs2fb4OPlgEoVUUPvWUPI4yUqj6E44caZ433IhC9V+QAuD220UYDhkCfO1r8to//ykb53PP+fpKX5HC++6THMZJk8TGPeII6Rd4zz0dI3skP6z2sbX1jt2Jzo3gyzdSGFXURT/JJ9U+bmqSlIannw7+u9WJZ/v2cIfIUqJQCe9iihSq3La4IoVf/F/B15Ahcl/MorCpyWyA7DRcqZVt28yLn0GDzNdLSkxhGHXTZ3U8rK52HykEzHz/J5+UY3VlpaR3xbEcShSOGmVGXd2Iwk8/jWfkFeKD4cNlhzvnHNnhGhulGOODD3xXNPkShVu3AkOHdnx96NDiPuDFQS772E4UuokU5iMK58yRPJrHH3f/GT8Yhn2k8IsvorVhcvHrX0uR1I9+FPx3q5Nla2u4JxRlHxejKIwzUmgYZqRQpagUs328dKnpZG3a5O5CRtmVtbUd29Ep2zUJ9rF1+7EThQcdJPdPPCH3dXWyDHHYx8uWyb1XUZhOm6OlkQKgf3+puH3iCRlNZPp0qaz1iS9ROGKEVAFbuesuiRqS4NDt4z17zKvvXr3k3q8ozMc+/sc/5MD/r3+5/4wf2trMk0pFhWzn6orbKo7jor7eHN3n44+959RmI53OzCEO00K2RgoL0T62XkQoVKQwjmXascOcp70hUqgPOtDaaka6s2FnHStyiZmw8JNTCJiRQiWMjz9e7pUojCpSmE6bRSZuRKH1fEALuYD45z+BCy8EjjnGzK367/+WnD4f+BKFd9whA5YPHy5jVF56qTz+4x+jH46o2NHtY3XlXVoqxT2AO/vYTaTQi7WmemJaqyqDRrcwKiqkQChpeYW//a0ZzWtpCXa+duzIjLSEWYFsJwqDFLhRsGeP+TgphSZqH6mqMtdtMUcKVT6hwk1eoRtRGLV9rOcUehGFKlKoUJ0woraPP/xQ5re6Whw8L5FCgMUmBcP//I+U+ldVSWhYhaK3b5fooQ98icLjjpON7owz5GRSXw+ceSbw/vsiUElw6JFCFR3r1888EMVhH8clCgH3eYWNjRJNDzM3ZutWsY0Bs7L0k0+C+36rCAwzUqjsY7V+geQWHzlht70A8drHah/p3duM7hdrpNAwpAmyTr6iMG772GtOoWpLA8i8qzZtYdnHq1cDZ53VcXhWvciktDR3pDIOURhmjvRewy23SOf3e+4xI0iAVACr/AGP+BKFgNjYt94qQvV//kfmbds232MwEwf0nEIlCvv3dz5QAd5Eofp+twdddREAhB/x0A+gant3Gym85Rbg3/4t3MKnWbPEHjviCGncDgQrCq3WWxT2sS4KCy2v0EkUxmkf66JQpfkUa6Tws8+kuKK01BxByU2xSdLtY6fqYztRWFYGHHCAPFb5hEA49nF9PfCtb0kLoIsukkEaFEoUfuUrcu82UlhTI/dh28c//akcy5OSBlSwrFwp1cdWamp8nzB8i0ISDbp9rEcKs0U/3OQLqmlU9MLtQVcfTjGqSKGyjgH3kUJ1UPvww3Dm7csvgd/9Th7PmGHmEumj6eSLNVIYhX3cs2e8IiofVNsmILPRcRLsYz1S2NCQOa/FgrKOjzjCrCIuVPvYb04hYOaO6oMoBG0f794tI4t98IH5/KKLzO/XK48B96Lw0EPlPuxI4aOPyvnMGlkmHunb1/6k8/LL5tWJRygKE45uH6t2NP37ZxeFXiKFKnrhRxSGHfGwKxpwGylUAkq1Awma3/xGThIjRsjwiGpM1EKMFKbT5nd37549Cu2WnTvD761oxe4iAojXPlbb3z77yLpVKLu+mFBFJl/9qjkqVa5IYTptikK7c1hc9rE6Zur2sZvqY0AuEidNkqFYFUHax4YhLeAWLZJ5W7hQmlO/954M2WotMgGSJwrVuaNYUyki47LLZFi3116Tg9769cD99wM//KFshD6IcOAg4ge7SGH//uYVeL6FJvmKQsOwH3s5COxEodtRTZSgCkMUbtkC/OEP8vjmmyWfMAxRGFVOYWOjmd/TvXswIuqYY6Stxdq10TUdtttegHj7FOqRwrIyWb/19XIyVKNMFAsqUvjVr5rBi1yRwg0b5H8rLZVhTK0kwT52O8ydYtQoU4wpgrSPf/Mb6RNcUgL89a/AuHHy/NvflvcOPljmraoKGDbMXA59uayo14cPl/tt22Q71S9kgsIwTFFYrKkUkXH99XIVcMIJcoD7+tclLP3jHwPf/76vr/QkCs88M/v7UUcG9gbscgr79TMPUNkihV27ysEhW0saZWm1tMi2VZIjdqyLwrY2ES5hHDiA7KIwl32sBJXbBrpe+PWvZf0feSTwne/Ia6rq8OOPgxPKUdnHar9V/dTyjRS2tQFvvy2P339fREIUOInCpBSaAHIRpkRhMdHaalqWY8aYgimXKFRRwv32sx/bOKn2cTptPndz0ROUffzYY+Z40rNmSd40AJx+unQBmTdPooiAuBhqnboVhb17y8XK5s3y3xx5ZH7za0djo9kpoNj2g8hJpWSIuR//WE4+O3aIsv/P/5R8jI0bPX+lJ/u4pib7bf/9pZk2CQ676mO39rE6EbmJFALuDli6KATCzSvMZh+vX5+9ZUpYkcLdu6XQCxCbSIk/ZX01NAR39RuVfaysTCXu8xVRem/FKFtb5IoUJkUUAsUXIXnnHTl+9OghkSq39nG2fEIg/upjJ1GoP3YjCoOyj3/0I9M+/sEPMt/77W9lPaoeiXq00m2fwqoq81gW1r6rb/sUhT5paQFuuAE46iipNH7ySRGD778vSa2/+50Ms+UDT5HCe+/19RskD3T72G1OodrB99lHDrrZhrnTReHOneYJ1Ak7UWjtzRUUdif5vn0lmqkaeffta/9ZPacwSIv72WflQFZba16lA3IwHTBAbO1PPjFFQD5EZR/r+YRA/pFCXcwGaafnIlekMG77GCjetjQqn3DMGNk/lTXuNlLoJArjiBSm0+bvObWkURc+eruXbARhH+/ebQq1m27qeEzr2hX405/EQTSMTFHotiVNVZX8F6++Gl4Fsr7tF9vFUWRMny7RwHHjgFdeAc4+G5g4Uf643/xGnpeW+vpqFpokHHWCa2oyr7p1UZitJc0++8h9Nvu4SxdTeLq5GleiUP1+mDu13Um+rMwUgk55hW1t5nrZtSvYCNEDD8j9d7/bcZ9TeYVBVSArcaWWN2z7uEcPuc83UqjPZxIihUmzjwH7/eaTTyRvPKyK+TDR8wmB4CKFceQU6sLJqSWNXmTi5oIzCPt4wwYRe+Xlzvmoxx4LzJ4t/YzPOMN83a19zEhhgfDQQ3IF8PDD5hBje/ZI3s555/kWhABFYeJRJ7hPP5X7sjKJNjhVxOmvubGPq6rcH3jr680Tvso1CdM+VlaLOqAqcuUV6vYlEJyF3NwsOT2A7HdWgi42Uet64EC5j8o+zjdSqIvCJEQKk2QfZ4sUzp4tBQN2Q4gmHasoVKKloSG7EFLCw6l7Rhz2sf5bTvaxU+WxE0HYx+p4N2BA9tzvSZOAp5/OzPWmKCwyPvvMDAUfdpicJK+5JhBLjKIw4ago3tq1ct+vnxwQ3NjHbkRhdbV50sx14FVRwj59zErBqCOFgBk5cxJ71ohaUKLw6aflJDdggFTXWlE2elBCSEUK1ZCGUdnH+UbWdPs4SZHCqO3jdNrcP9xEClWEudCGGNuyxZx3NYJH9+7m/5DNQk6ifayOg+XlEnBRonD3bnMb8ysK81kOJQpVXrUX3IrC6mrzvwjLPta3/YKzj2fPliacnTpJrsSSJc7THn+8iDTr7bTTzGkMQ6zgfv3kTxo3Dvjoo9zz0dbW0UJTG2qesCVNwlH/+7p1ct+/v9znW2iiJxa7jRSqg8SgQeZ3R11oApjixUkkWQs0gqpAVkNJnXuu/ZV60PaxNVIYlX0cZKTw889lu1LbWJgkzT7ets0shnITKVRiUF0AFgoqn3DIEHMbSqXk4vGzz2T/Uxc2Oq2tptBJkn2s9ygEzO0HkG2oosK7KAzCPlZukV3rnlz4iRSuWSPaIw8n0hZrpDDMtmaB8uCDwLRpMqzcmDEyxunJJ8uoInZ+/iOPZA6z9OWXUhJ+9tnma3fcAfz+98B998lOcNNN8p3Ll2dPVjUM4JJLMjesK67I3FjVPHiEkcKEo05wynbwIgpVTmFzc8dKXT/2sYoU6qIwjkihOvE4NQAOI1LY1AQsWCCPzz3XfppisY+DzCkEOhYnhYWbPoVRjreqLphqasyIv4oUWkWhYZgXXWvWFNa4sHrTap1cxSbr1slyVlWZOYhW4rSP1XGxosLcptSFUpz2cZiRwqoq+f6yssw2aEGib/stLfEUgPli1ixJ+p04USp9586Vg8v8+fbT9+wptpa6LVwo0ytRaBgiLH/6U+ltdsQRkie4fr2Zp+TEhAmyg6nWLxdeKOLA2hLGB4wUJhx9jGtAosyA++pjRXNzZmWxbhf4EYUq4lEIkcIgROETT8h6HTwYOPpo+2mUKNy0SU4e+Ubz1XIoUdjUJBaWdZvIlzCrjwERyaqJbr7s3g38+7+LAPnhDzPfyxUpbGuTaaw5qmFhzScEnO3jzZvN/XbHDjlxqn0s6VjzCRW5ik1058EpUhSnfaxHt7t0kf8kX1GYxEjhnj3msItVVRIZHDRIHI9Vq/z9Xjas2/7WrR0DXFHR2NiIBu2AVVlZiUq7A4RqxHnDDeZrJSVi97odq2/ePElGVwu7erX0ERw3zpympkaikIsX2yeuK0JsBcNIYcKxnuC8RAr1k4rTKCeFGCnMJQqtkaog7GPdOnY6gfXoYZ70g4gWWiOFQEfBFQRhVh8DwebI/etfUnD3q191fC9XpBCI1kK2E4VO9rF1HUUVXc0XwzDTqsaMyXwvV6QwVz4hEK99rItCawVyHPZxPpHCbBFXa2ENEG5eoZ0ojIvhw4ejpqam/TZz5kz7CbdskatKa0i7ttZdg+glS2QcQn2UEfU5v98ZEowUJhxrVMhOFFpzMvQRTTp1kgORVRTmYx8PHmx2yo8zUhiVfdzQIJFCwNk6Vhx4oBzkPvlE0kfy/V1AhETnzvK/1tcHH0EKs/oYCLYCWbVrsZs3p+2lvFxuu3fLfqD35gwTL5FCO1FoHSotiezYYf7fhxyS+Z461+UShU6Vx0C89rF+MWHdJ5yGuHMiCPs4iEihnSjV162azzArkK3bfpzFJsuXL8cA1c4CsI8SBsG8ecDhh5uVWAmGkcKEYz3BKftYHaQMo+MBUwnAzp3Ng4EbUZgtt8Mw7COFUYhC636qIlq57GNVDJKvKFywQA7mQ4bkFnpBVSC3tpoH8G7dckdH8yGs6mNlpwd5YlGisKmpY56skygE4ik2yRYp3LEjMwfdGpEplEihEnydO3e0AHPZx2q7cBMpTIJ9DJjbT9T28e7d5uAFQecUqtcqK81jZhSiUAU84owUdu3aFd26dWu/OYrC3r3FV7de4Wza5DyCgqKpSRrcXnpp5uvqc36+M0QoChOOk33sZIkZhvlcbzfjZB+7zSmsr89skaJObl9+GV5SvLqq9msfq4rHfO1jN9axIqgKZN0m7tbNzBkOowI5rOpj1csyjEgh0HGbViLLLufSaT8IE3UxoovCmhpzG9JPhurka21BlXTUvmVXfJkk+/iss2SkDzUEXDayiUK1T6j9Myr7eOPG3I2rs+FGFOrLG6Z9rLZ7JTwLoldhRYWE7hctMl9Lp+V5XV32zz70kJzMLrww8/XBg0X86d/Z0CCVW7m+M0QoChOOk32sD6+ki8LmZlOkde7sfDLUDwRu+hSqyEVtrXxGicI9e8LJcwP828dqflTULp9I4bZtwDPPyONc1jEQXAWyEladO8t/XUiRQqsoXL06+zjVXli50nxsFa1JjRTqBV+lpab4thOFqlijUCKF2USh20KTbKIwCPt4507pzPHPf5qtvXJND2QXhVFXHyvrOFfjaifUsuzZIzcdO7s8rEjhnj3m8ebgg+W+YHoVTpsmA9/fdx+wYoV0CW9qkmpkALj44sxCFMW8ecD48R3zflIp4OqrgVtuETvq3XflO/r3l+ljgqIw4egnuPLyzO3K7kSniz+nxtS65ew2p1C3jq3fHdZOnaslTa5IoS4K/UYzn3lGrJvDDpMuBLkIyj5Wy6AihGGJwt27zRNd0NXHhx8uIqi52bS+8kEf+9Vu/rKJwjhGNbGzjwH7tjRKIH3zm3JfDKIwW6Rwxw5z/YRtH+vHJzcXiF5yCr2KQjUamVfyKTIBMgWu9ThvFylUonDjxmCj6/qFvLqALohIISBRgV//WppNjxwJvPWWjGigrn7Wret4oFu5Enj55Y7WseLaa4GrrgIuv1zaWuzYId/pZkDtkKAoTDj6Ca5fv0z70k4UqscVFVIMYhcpbGkxRZJb+1hvH6EIuy1Nrkhhc7P9ycIaKcxn/GN10jv0UHfTqwPdunWZOWNeUcugEtnDso/171O/EVSksFcvs3I6iIjDmjWZJ1Q/kcIo7eNcolCJldZWMxL0jW/IfaH0KnQTKdyypaMQUseTHj2yt1MLwj7Wj09eRGEY1ceAP4GbT5EJkKkx3IhC/X8J8gJFbfPdu5vbTMFECgFgyhTJ7WhpEZtXL7l/4QXgj3/MnH7IENmRTzzR/vtSKeDnPxf13dwMPPtsx4qtiKEoTDi6faysY0U2UajesysisbYg8BMpBLy3pZkzR3rLucnrAZxP8vog9HaRMyVK+vc3D4Z+LWR1EnDbc7BvXxHa6XR+B9OoIoXq+7p2NSvK9aiIH2Gi5r1bt2Abeuv5hEDh2MdWUWhtS7N2razn6mqzB2Zjo3N6RJJQotCu+XTv3rKfGkbHY4TaHrJFCYFg7GN93/crCvONFOqi0I+FnG+kMJVyXpd2ywuEYyGr7aBXr+yj+5D4oChMOPoJzo0o1CuPAftIoToIlJSI6PQrCr1ECltbgalTpSn8Sy/lnl59Buh4ki8pyS6SdEGl8rmiEoWpVDBCSEUKwxaF1nY0gLms6bT3E5hhZM57kCcWPZ8QKHz7WJ0g9dy66mpTYBWChZwtUlhWZh4jrBbyO+/Ifa4IvG4f+42ceo0UhpFTWFpqXuDHESkEnCug7ZYXCF8UOo3uQ+KFojDhWO1jHbvcL73yWL+3E4XV1SJioogULl9uds1//PHc0wPZT/LZRJIuStTJym8Fslq3XjruB1GBrEfbgPDsY2vlMZC5rF7zCpubzf+5piZ5kcKo7OPWVvO/yhUpVCdddRJW+1ihi0LAuVfhm2/KvSpGckIXKn6LNPzax3Y5hX5b0gD5VSDnGykEnI/zTpHCMLZDtc337JnZwYIkB4rChJOvfWwnCq1Xhrn6FFp7FCq89Cp8+23zsVdRaNc6KlsFsi6o8o0UqvXpZci6IIRQ1PaxHil0qmx3gxLkqZSssyCjDYVkH6sTXUlJpuAGOkYKnURhIbSlySUKnS7K3IrCbLlwbgkipzDfSCGQXwVyHKJQRSU//9z/b1phpDD5UBQmnKDsY/1AYD0I5IoUbttmHgRV7z/Am32si8IPPwQ++ij3Z5z6FALuI4VR28dAMBXI1kKTKO1joGNivVuUmO3aVQRRkJFCZR+r4hU/9nFUkUK1T/Tq1bGFiDVSaG3NUkiRQhUB9BIp3LrVFLwjR2b//vJyc/35rUAOWhS2tprbmh9R6HU59uwxi1rzsY+9ikI10IcSpEFgJwrD7HVLvENRmHD8Rgrd2sdAblGoTk59+2YeOLzYx0oUqgO8GjYuG9lO8k5taZqbzc9161b49rGKFEZpHwMd7TK3WG1vFf364gvzwsIPO3YA69fLYxVd8iIK1fyE0efRDqd8QiB3pFBdeCVdFO7ZYy5DLlGo739vvSX3gwd3vBix4ja9JRt+cwqdWtLo23EU9vGGDZLf67dxtSKXKNSXFzCjkmFFCtXF0e7d0eb6kuxQFCacbDmFbiKFdtaw1T7O1bzazjoG3EcKDcMUheefL/duLGQ3OYVW+1iJklRKDthx2sf5NG2OKlJoZx8D/iOF1gKZmhpzO8lndAQVWe7d21+kUO07Xvsl/uUvwJVXeu8t50YUFnpOoYrwpFLO43Hb9Sp0ax0r8q1ADroljRKFVVVmxb4b/NrH+TauVniNFOqiMKjm87oorK4291VayMmBojDh6Pl0QeUUerWPnUSh20jh+vUyTWkpcN118tpLL+UeCcVPoYk+/FRJSTz28cCBcrJoafF/le2UUxh0pNDJPs43Uqj3nlNiJx8LWeUTDhni3FzbjShU0Ua3TJ8urZT+9S9vn8smCnX7eNs2cxu2s4+TbKup6F+vXs7iyM4+9ioK821gHXRLGq9D3Cn82sdB5BMC3kVh375yDN2zJ/+hQhV6oYl+McFik+RAUZhwOneWpufXXtvxajwq+9iucTXgvtBERQmHDJFRLg45RCyDhQuzf86PfWy1L4Oyj72IwrIyc135tZDtIm6ALF9QV+2As32cb06hWv+AGTnNp9hE5RMecog/UaguqLxGCtXyeI3aubWP1b5VW2vuj8o+bmiIzu72Q64iE/09ff9TovArX3H3O0Haxzt25BZl2URhU5O/IhPAv30cRDsawFmUOonCsjLzYiqovEI9Ugiw2CSJUBQWALffLjcrfvsUOlUf+7WPcyUKqxyiESPk/rTT5D6XhZxPpFCJqKDsYy85hYAZ9fFbQWoVV2p502n/w8/Z4WQf+40UWtc/EGykMAhR6EVUq+X3+j+q7S1bpHDnTmnVBJjrCJB9VompJFvIbkShNVK4cyfwwQfyOAr72DA6XrTmOha4zSn0Gyn0ah+HHSl06lMIBF9sQlGYfCgKC5hsfQqDrD7OZR+3tmYXKipSqEThv/2b3D/5ZPYTdD45hUpM6aLQjxXnJ1IImCdKv0MAWm3YTp3M9RCkhRxW9bEuCoOIFOqi0Gnesm0vtbViV+3Z4/4/aWsz9wmvojBbpLBbNzM3bOlSuddFIWBGC5PclibbaCYKvdDEMKRpdTotr1tzpJ3Ixz5uaDDzQdU2nksU0j42CbrYxCoKaR8nD4rCAiZo+9iuXYdTj0L1eXWgy3aitYrCY4+VA+rmzcAbbzh/Tl1RZ+tTmCtSqMSZn/GPDcO/KPTSw9EOa6FJKmUuU5CWYtjVx0D+kULDMO1jvzmF5eXmBYJbC1nfH9atcz+/gPm/q9/UKSkxIyRq+7cO91YIxSZe7GPVzNtrPiGQn32s/ofOnU37NR9RaBjmcheafZyPKAwiUrhzp7nsjBQmF4rCAiao6mN139LSMXK3dat58lVVnzq5ik127jQrR1VPsooK4OST5XE2CzmInMLOnf2Pf9zaakYZvNrH+djW1qHiFGFUIIddfQyYkcI1a9yPe62zebN8rxpC0EmwZtteAO/FJvr3BxkpBMyT4bJlcm+NFBaLKKyqMsXTpk3+RGE+9rEuzt3uk3YiSbeS1UVFsdjHUYlCJfzKysx92NqeicQPRWEBE3T1MdDxKlbZBvvsY3/QyNWW5r33RGj26SPVbAplIWfrV5iPfaxESSrlX6Dp69WrKMwnUtjUZIpzPeIWdAWyYURTfdy/v/yHe/aYUQ8vKOt4//3lxOonUqjmA3AfKdSXfd06b+kHbkWh2i+LVRQCmRZyPpFCP/ax/j+4PQ7Y5RSWlJjP8xWFXpYjqMbVQPyiULeOUynzMcBIYZKgKCxggraP9fcUamd16kOWK1JotY4Vp54qB4Zly5zzVdwWmugna7tIld8KZCU6Kiszm4i7QZ2A/IhCJaxKSzNPTEHbx3qj7zCrj0tLTXvUT16h3o4GyF8U+okUtrR4235yiULr/lSI9nGu0UwU6v3PPwfefVceB2Ufp9PAt74FXHaZ/Wf1gh83onDPHtMdsIoktd1t3Cj3UdjHQTWuBrw3rwbCE4UK2sfJg6KwgAmq+riszBQ91gOGiiSpnddKroiYkyjs0wcYPVoeP/mk/Wfd2MdtbZnLbydK/EYK/YxmolDrxY99rAtbdUUNBG8fq+8pKemYM+kkvHJhJ8qB/PIK9XY02eYtaPvY+v1uLeSdO839KFekEJB9T1V5KgpBFHqNFL74oojrrl07Rkazkc0+XrcOeOop4L/+y/59r5FC/TucRGGU9nFQjav13/cSKdSrj/PtmWknCllokjwoCgsYL/Zxtupj/bFTpNAaSVLk2qmt7Wh0VGuaZ5+1/2y2k3xVlSlkdQvZTpTkax97LTIB8rOP7YQtELx9rFvHuvgE7LctN9jZx0B+Fch65TGQKQr1E1WY9jHgvthEbWcVFc7bjn5iHDRIoqk6qvp4+/bk9ip0KwrV+888I/cjR3oTONnsY70Bvl00Kx9RqESUIihR6CVSGFQ+IeC8HrOJQrXPNDd3TNXxCiOFhQFFYQGj532pk6OTfbxrl5mn5kcU+okUptPSggKwF4UqWuB0QMh2kk+l7CNndoIqX/vYjyhUJ6Bt27wPkeYkrIK2j50qjwH/kUInQav+az9D3TmJwj17zG0ECLfQBHAfKVS26j77dBTbCn1/souade5s7ltJbEvT1GSuH7eRQvXfe7GOgez2sT4OsV2+qldRqLso1v9ObXfqOGLdxnPhxz4OQxR66VPYqZO53vK1kJUo1Ld9isLkQVFYwKhojmGYO7pT9TFgHozsEqn9isJskcI1a+SgXVEBDB3a8f1crXByneTtKpCDjBTmYx/36GGeVLxaI9Z2NIqw7GNrkQngP1LoZB/77dvY1maOCqNyCvX/QxetQUcK/drHK1bI/cEHO0+jR0us+YSKJFvIal+qrMwdMbP2MfQqCrPZx3qkMAhRmC1qprelAaK1j/MtMgH8FZoAweUV2uWnux0AgUQHRWEBo4s6dfK22sf6jq7EV7ZIoVWgKcvAyT7OFilU+YSHHmpfqGFnbSt27zYf2/UpBOwrkIPMKczHPi4rM9eZVyHkFCkM0z624idS2NZmTm+dd7UuvFpQa9bItlBZaZ4Yy8rME6xfUehmVBO/9rEapeTQQ52nyRUpBJItCnXr2CkaqrBGEv1GCu0ibHqk0O7/CVIUWi8OC9U+jksUZrOP9+wJdqQm4h+KwgKmtNQ80CgL2Wofl5aaosqNKAzSPnYqMlHYFcEodFvQ6SSfzT52W33c0OB8hZqPfQz4r0B2irZFaR/7iRTqJ2hrlNOvKFTW8cEHZ+ahWUWrYZgXEk7bi9dRTdSyq+3MbaTw/fflfm8QhdlGM1Ho01RUAMOHe/utIOxjvU9hfX3mRaeOm0ihIorq47AjhW1t5rpwEoVBDXVnJwr1ARBYbJIMKAoLHP3k3dJiChz9qtYqvqKyj3OJwmz2sV9R6MU+fuABme6//sv++/OxjwH/Fci5Ck2isI/9RArVfFdWdozu5isKlXXsNH/6Sd5pe/E6qokShUrEeBWF2cRPodvHbotMrNMcdpj39k752Md6S5qePc2optNFgd2xUZGvKPRjH4cdKcxWba0IM1IIMK8waVAUFji6KNSjOvpBzWrThhUptEbc3EYK7Q72ShSmUh0rMxVWoZFOm5EDJ/tYn8ff/17uX3nF/vvzsY/13w0qUhilfewnUuhkewPmf7V9u7dRTaztaBRWUejmIgLwVmyivnvYMLnfti0zMmVHU5Mp4vKNFKoK5EIXhXqk0Kt1DPi3j/fsMbfx3r3lOKIEidOFWpiRQq/2cZCNq/Xf9ysK8x3/2K7QRH9OUZgMKAoLHDtRWFEheVcKa6Qw2zBOTn0Kc7WkaWnJjPht325WG+ZjH1dUOOcsWSNneosSO/tYH/943Tpg8eLMz1vJ1z4OOlIYR/Xx7t2ZgisbTgUy+m8YhntR29YGvPSSPA5KFHopNlHbSv/+5raWK69QFZn06ePcoxCQISPHjJGRfexEOZDsSKHbxtWAbLfqP8lHFHq1j7dtM48HSnjkyitMkn2scl/LyvJvXA3Yi2u1vJWVzm2Cwiw00Z/TPk4GFIUFjj7yhLXyWGG1aYO0jzt3Ng92ekRMtaLZd1/nz+qi0BplzFU0AHQUhUpslJdn2pd24x8/9JD5vpNICUoUBl1oEmX1MdAxWvinPwF/+1vHz2SLFFZUmP+3Wwt5/nyxYmtqzGERFU72cbbIMuAtUqgXbamoXS4L2Y11DMg8Ll4M/P3vztOo36yvz79HXNB4iRSmUuayqIb1XnBrHzc2Zu7Lar/r0cO8SM4lCpNkHysRFkTjaiC7fewUJQSCEYXptLMoZKQwWVAUFjh6r0Jr5bHCTaTQ7oCxZ4950HUSdqmU/VB3y5bJ/ciRzvOu/771QOlGFFrtY12U6NFFu/GPdVGTSxT6zSnM1z52yilsbfU3DqwVtS7sIoUVFWbul55XuHkzcMklwIUXdpyHbKJQ/x03Aqe+HrjxRnn8s591jLo5RQqzRZYBb0Pd6fvTwIHyOFek0E3lsSJX1W7XrmbT7+eey/19UeJFFALAffdJ7u7RR3v/Lbf2MZAZLbQbajCfSKF+HNDHQnaLV/s4yCITwP4Yn61HoUIVmjQ0ZIpwL2zfblb8UxQmG4rCAsfOPrYerHRR6FRtZnfA0CNSThYXYO7k6iBsGMAf/yiPjzvO+XN27XIU6iTv1I5Gnyc1n065eEBmBfLq1cCSJeZ7TqIw35zCfO1j63J06WIKiSCihSpfz6mfnl1e4YoVZqWv1a7LZh8D3kThz38u623oUODKKzu+n00UZsOLfaxfFHiNFLoRhW74znfk/n//N5jvCwqvorCuDrj0Un+/5dY+BjJFe9CiUD8O6PuiW7zaxyqHzzoEol/UMunnADeRwi5dzGOR37xCFTDo0qXjPkr7OFlQFBY4+onbyT7WRaF+YLWzj3Vxpq7cunXLzFG0Yo0U/vOfMrxdVRXwve85f6683IxGWUWhihz6sY/tRIl+MlDWsRIISbOPncRtSUlweYVffmnmhdk1FgfsK5CVkAQ6Rs1yRQpVRCCXKPzgA+APf5DHd95pX63qVxT6sY+7dAnePnaLEoWPP+7cRiUOvIrCfMhmHytRqASaXaRQ7fv643xFoVfrGPBuH6t5dNP2xw36MmUrOrQj32ITp8pjgJHCpEFRWOB4iRTu2pUpvvSxPe2uxnPlEyqskcLf/U7uL7oo92ed2tJ4sY/dRAr1k8GDD8pjJVjr6+17FcZlH2cTt0FVIKuCiP33dxa9dpFCXRRaBVJQ9vG0aZK68G//Bpx8sv00UUQKvdrHbiuPvXDMMbJ/bdsGvPxyMN+ZL+m0KViiEIVuxj5WbX10Uai3o1EElVPodYg7wLt9rOZRF7X5UFlpime/otBvXmG2cwkjhcmCorDA8RsptFab5SMK9YjYmjXAY4/J8x/8IPf8O1U9eyk0seYU2h2w1clr8WLJdywtBSZOlNf27LGPQgRpH3sZwimbuA0qUqhy37JFtOwihapvINBRFAZhHz/xBPDUUxIdnDXL/bx5jRS6GdXEq33stvLYC2VlZpFNUizkbdvMtkJBCZZsuLGP1XYclX3sJ1Lo1T62m/98SKU6Rl2jEoWMFBYOFIUFjl2kMFv1sToIWK+E7Q68udrRKPQrvbvukpPtuHHuoiVObWm8iMKGBjlJuYkULlgg9yecIC0/1JWzXeQtqBFNmpvt2+7YsXu3OW22SGEUojBXpNCrfZxLFLa2AtdcI4+vvjr72MF6gZX6LJBbFPbtK/duRjWxqz5ev97Zxg3aOlaMHy/3//u/yRgfVlnHPXrkXt9B4MY+VuvcbaGJ03+fJPs4aFGoz4MSpk7nAysUhXsPFIUFjtdCE6dqM7uInddI4Zo15uggU6e6mv287GO9+KWhwV1OoYoOnXNOZo5eNlHo1z52ateTDb26L0z72E+ksLUVWLXKfD9o+/i554CPPpL/6qc/dZ4vp3kDcouU8nIzapzLQtYjxX36yHen0855VV4qj71w4olyMl+zBnj33WC/2w9R5hMC5jFizx656aj9Ra3zMKuPgxKFra3uxt4OQxRaL/7dRgrzHeoumyikfZwsKAoLHP3k6MU+th4EgrCPn3pKhMFBBwHf+pa7+c/HPrb2vssmSvQTWFkZcMYZmdPaiax87WO9XY/bCmR1kquqsi+wiMM+Vuth1arM0UiCto/VCefoo3PnbDmJQjdDqLktNtEjhSUlZl6hk4UcdOWxonNnEYaAmZoRJ3GJQiDTetXTPtQ6/+wzU3BlE4VffmkvzLLlFOrH1XzsY8BdtDBJojCqSGESIuF7OxSFBY4b+1gXXl7sY6+FJuog+4MfuG+2mo99DGTaqW7sY0BOsGqZnESWYeRvH+u/6zZSmCvaFoR9vH27Ge1SQ7jZoTdGB0zrWC3Tp59mnljzjRR6KV6wzpvb7QVwV2yij+SifitXXmFYohBIVmsaL6OZBIFeEKcfn/Rc16FD5SKspcXcjuxElXqsN1PWiSJSCOTOK2xrM4VUkHmb1uO8mz6FQHDVx3bnEvWangJE4oOisMAJyj7OJ6dQP+h26ybNjd2Syz7O1qcQyBRJbuxjADj3XPOxU6SwpcWMivm1jwH/kcJcojAf+1gVRAwY4Pw7QMdIoRKFxx8vhTq7dwMbN5rTu40UOuUOqQiUm5OgX/sYcBcp1PMo1W9lq0DWK4+DzikEgNNPF9GzbFnH/pBB8fe/Sz9BPW/UjqgjhSUl5v+qiym1vVVUyD6q/le1fuxEYXm5uQ/Z7ZPZRGFlpTlajh9RWFZmXiznihTaDdEXBPlGCrds8dc432k0E/Xb6veZVxg/FIUFjt/qYydRaNen0G2kEJA2L14OmE72sZs+hUBm9CmboOrXT04G3bqZURfAWWTpUYggRKHXSKGTsArCPnZjHQPOkcJDDzVzjPSoWZSRwnxEoZtRTZQoLCszvzNbpDCMymOdPn2kPQ1gFksFzb33Aq++Cjz8cPbpohaFgP1FqyoyUccbNfLHp5/K8UO9b73IyJZXmE0kpVLmdudHFKZS7iuQ1fGie3d3KRFu8SsKu3c3j9V+ooXZ7GOAxSZJgqKwwAmz+titKOzTR6yRkhLgqqu8zX+Q9nE2QVVVBfzrX3LS0wtUnCKFal126pS9cXcuvNrHbiOFUYhCp0jhkCGmQFJRM8MIThRGFSnMZh/b7UvZRGGY1rEibAtZnbhzRSLjEIV2FchOonDdOnN/Ky3tuD1mE4XZcgqB/EQh4L5XYRj5hIB/UZhK5VdskksUstgkOVAUFjhJsI87d5boxTPPAAcc4G3+o8opBEQEWXPonCJv+VYeK7zax7kihUHYx0oUZssnBDpGClWPwiFDOhZdNDeblaFO864uLrZvzyxYUXgRG2FHCu3+/2z2sVuhnQ9KFD7/vGyvq1cDt94qQnT//fOvTFYn5FzjO8cZKbSzj9X2pkcKdVFlHY7Ob6QQCE4U5rKPwxKFfvsUAvkVmxRNpHD2bOll1qkTMGZM5nipdtTXA5Mny5VoZSVwyCHAk0+a7zc2Sv+t/feXP+GYY4DXXw9xAXKTRwyEJIGg7WM/kULArI70Sj4taYDM6FOuSJUdTpHCIIpMgOALTaK0j/VI4bZt5kn04IM7Rs3UfOsWmxX94mL79o7blZ9I4a5dIjCDLjSxqzzXo6OGkSk2oogUHnKICPkVK6RC++OPM98/8UQZYjJbf8dsqP29UCOFSrRbRaGVOEWhW/vYbjSWILCKa7d9CgH/xSatrebx1OlcUhCi8MEHZbiluXNFEN55pwy5tHKl/c7Q2io7ZZ8+kpMxYIAcMHWr6vvfB957D/jv/5YD05//LE1+ly8PbtBrjzBSWODo0Zwgq48Nw5so9Es+LWkA9/axE7ns43xFodecwrDt4x07TCHnJadQWccDBsg6sUbN9HXvVHleXm5+p9VCNgx/kUJA/iu/9rFTvzi7fUmdFHft6igoohCFgBkt/PhjEaUnnADccw8wYoRUBY8b568QxTAKI1LoNqcwLFE4cSJw1FHAcce5n3cdr/Zx0CPG+LWPAf+RQnUeKSnJ1EM6cdnHjY2NaGhoaL+1ZAvhzpoFXHaZbATDh4s4rK4G5s+3n37+fFn4xx4Dxo6VCONxx8nOCsjK/5//Ae64A/j616WX2803y/2cOQEvqXsoCgscdXLcudO8GsuneXVzs9mORdmBUYjCfO3jTZtMS8ZLpDBXoUlQojAp9vEHH8h9nz7OVo5CjxTq+YRAx0hhrspjhVNeYUODOVKImxOhXgm6Y4c3UehmVBM7+7iy0hSUunAKu/JY50c/kvPSr38t4ufZZyXY8MwzEklct06EoRJubtGFtd4I3kpLi/leba3/5fCKF/tYzyn0Kgpz5RROnizunl+xFrd9HIcoVEKvRw/nC8a4IoXDhw9HTU1N+23mzJn2E7a2AkuXys6lKCmR54sX239mwQIp5588WXaWww4DbrvNzJ3Zs0ce672KAPkzYhzonPZxgaNOWvqVfj72MSAHXnXSrqhwd8DwS772sRJJ+knai7WTyz7ON6cw6EIT9boS7V6LYFSVrBvxYhcptIpCa6QwlyDv0UNOKlZRqERMly7utjdlU2/f7l0UlpfL//LFFxIttIt4OUXd999fPrN2rUSMgPArj3V69QLuvrvj67W1wMKFwLHHSu7nSSdJ7mGufGCF9WT86af2/6USUmVlzlGfMPBSaLJhg9kqyYsoNAxvIskPXquPwxaFbvsUAv4LTXLlE+rvRR0pXL58OQZoNm2lUw+0LVtEwFmvhGprzSttK6tWyTBNF1wgeYQffwxceaVc/c6YIRtuXR3wi19IXkhtLfDXv4rIPOiggJbQO4wUFjj6Fa06kLipPs4mCnftyrSOrYnaQZKrJU2uPoXqpKciVl26mBEkNzjl6AVtH2/dal9cYcVtSxrAX6NXLwUR2SKFyj7evt28WefPDqdIoZd8Quv8eRWFQO5iE6f/325Uk6is41wMHAgsWiTnlrffBi6+2P1nrSdjJwtZb1wd5nHBihv7uLZWBH86LcsP2G9PTqKwtdXsDRiWKCzU6mMg/0hhNlEYV6Swa9eu6NatW/vNURT6IZ2WHeXuu4FRo6RB7o03iu2s+O//lo1uwAA52f3+98D557sf/SEEEiEKgy7ocfOdxx8vBzX9dsUVwS1TVJSWmgcaZfc62ce7djlXKJeVmVEnqygMkyDtY8BbPiEQfqGJPtqLUysWnVziqrzcfM9PFaAXUZgtUti5s7lsa9fmbx97aVytCEIUOhWbZIsUApmteJQACds6dsPBBwNPPy378uOPAy++6O5zVlHolJcYRz4h4M4+LikxhcuyZXLvJVKoC86wRWEu+zjsQpN8ROHGjWaqhxvUsTnbvp34QpPeveVkqxZGsWmTmY9ipV8/ESd6lGLYMFmB6oB14IGyk+7YITvdkiWycr228QiQ2EWhKuiZMUN25BEjpKDHKSdGFfSsWSMFPStXSqK1Xqjj9jsvu0xOCup2xx2hLWaoWE9cTvYxYJ6M7Q4CekQxKlEYlH2s8JJPqH8+LPtYH0HBjYXsRlyNGiX3Tqks2fATKWxsNCtdlSgEMgWS10ih9eDvpXG1df78iMJco5o4/f9qme+7TyJzlZXAb38rr8UdKVSMHCnHNgC44QZ348la/w+nSGFcotCNfQyYFrKqkM0mCrdsyVw36hhUWhpsw2gdr/Zx0IUm+bSk2Wcf2b8MI3vlvhW1j2UrplX/kz5CUqKoqJAD76JF5mvptDyvq7P/zNixcuDUq9k+/FAOPtYDlRqSZ9s2SRDWR1iImNhFYdAFPV6+s7paRL66eY0yJYVcolDf4VVEIJso3LXLfY/CfMm3+tg6f15FoZq+oSHzBBGUfQx4q0B2I67GjpX7f/3L23zs2iVpLoC3SGFrq0Q2KitN+xTItFLztY/jihTmso+t+5I6ztTXy4W9ipgceCBw2mnufjsKbrpJ9ufFi2X4uly4tY/jjhTmEoX69glkF4W7d2deDOoCKSxrPCn2sbUljRtRWFJiCjsvFe5KoGcThaqN0po1HQMEiWHaNIlA3XefJBJPmiQHiokT5f2LL5arMMWkSSJWpk4VMfjEE1JoMnmyOc0zz0hof/VqSQr+xjdkIG/1nTEQqygMo6DHy3fef7/sdIcdJv9lto2xpaUlo3S9UR2REkC2yCAgV77qClUdbOyq6/QDb6HZxwq/9nFbW+Z4t0HZx0D2akcruQpNAHO4M6+i8MMP5aK1Z0/vbV8AyX3WnRC9Ajlf+ziuSGEu+9i6DsaOlWP3Y4/J6Dhr14pg/vjjjoIkTvr1k564APCTn+TOZ7UWqTmd9NX6SqJ9DJiRQoWdqOrUyfxf9X0y7CIT9dtAdvtYH6IvSfYxkNn2xy1KFKoLMTtqa+W4ZBi5x96OjXPPlbL/6dMlHP/WWyLoVPHJunWZB5T99hPR9/rrwBFHAD/4gQjE6683p9m+XcTM0KEiKo89Vj4TVqjaBbFWH4dR0OP2O//93+Wk1r8/8M47wHXXycb4yCP2vztz5kz87Gc/87+wIaKfuCoq7CtSq6vlYOM2UlgootAqQrxGCqurRei0tUn0xzpSRr72MeA+UqgPFZdNXNXVSSRj1SqxW5xSWqzo1rGbSEhlpVxQKfdDt46BTPtYrbdc619tT4UaKUylMi84k8y114pL8v770hN3wgTnadX+PmIE8MorzpFCdQw95JBg5zUXXu1jhZOo2mcf2W6++MKMUnlp5OwXN/axOkbbDdGXL06i0O0yq7xCL6LQjX2cSkn6xT//KdvrkUe6//5ImTJFbna88ELH1+rq5OrRiXPOkVuCiN0+9oqbgh43XH655BkefrgIzD/9CXj0UeCTT+ynv+GGG7B9+/b223J1hk0A+onLScSog4GqsrUThbqVG5V9bGcLAe5P8qWlmQLKa6QwlbLPKwwyUui2V+HOnWZEJ9vJoKZGotuAt2ih16HYrKOTWEVhkPZxPpFCr82rgdyFJkFeFMRF9+6mmzV9evbolBIi6mT82Wf2jb2jGM7PDrf2sRdRCGTuk17as/jFjX2sLh579Qq+CFVfj/pIQHFHCgEzJ1dV85N4iFUUhlHQ4+c7AalQBjoOHaWorKzMKF3v6necoxDQT1xOV3zqdZU3Vyz2MZApXP1cWdtVIAeZU+i2V6GqYu3dO7cY8ZNX6OeErs+HU6SwEKuPc41q4hQpLDSmTJEIzbp12S+clSg8/HARIrt3dzyGNjWZrXhyjZsdNHb2sRKF+janW/idOjkfD+1EYVLsYz/tmdyiH+P9VFt7FYXNzea5JNeobRSFySBWURhGQY+f7wQkPQAwTxaFhJtIodOwdnavJUEUuu1TCGTmFfopFrIThXHYxy+9JPdf/3puezcqUegmUrhhg3kiiyNS6EcU5hrVJMiLgjipqpKRswDglluce1uq/b1PHzOiY7WQlXW8zz7hN+m2Ymcfq2VxihTus4/zfhSXKHRjH4dVZAIEJwrdtsNS1nGnTrmbnVMUJoPY7eMwCnpyfecnn0gT8aVLpdppwQL5na9/XfJBC41CFoXqN/fsyex95eUkrx9s8okU6g2s47CPdVGYCyUKly1zV63X2gp89JE8DipSuM8+5v+nRvXwIwoNI/rm1eXl5rZt978Ug32suOQSqY7eskWKZOzQGwxbx7VWxGUdAx3t43Ta/I90Udi9u/mfZRNV2URhmDmFXuzjqERhRYV7m9prpFDPJ8x1oatE4erVCa5A3guIfZi7c8+VHXP6dLGAR47sWNCjb7CqoOeaa0TADRggAvG669x/Z0WFjBl6550iFvfbDzjrLOCnP41ooQPGi32cbTq9Z2DULWkAOUipoqu9zT5uazOHu3QjCgcNkqj2hg1S3Hbccdmn/+gj+Y1u3XLn9uio5d9nn47bQiolAmLlSvMk59Y+3r5d5qe0VMS4arwelSgERABt3Wo/tFax2MeAFJ6NGiUXw04RHrUOevZ0PvEnQRSq7UzvFKBvc6mUzP8HH2QXVepcsHq1+VqUOYXZ7OMwRaEuSv1ERtW2ocaaz+XkuM0nBMxhIrdskYtM1Y+VREvsohAIvqAn13fut5/7Tv+FQCFHCisr5UBuGHJQVgd4v5FCP/ZxVIUm2UThW29JjlRNjbtodSol0cKHHxYLOZcoVJbMsGHeerCp7ckaJVQoUahwGykEZH337GlGa7p27Tg2fDbyFYW9e4tYzmYfF4MoBLK34NFH28kWKVTR4KjzCYGO9rGyjvURnRQDB+YWhWp/+cc/5LhTXb332sdelrdXL1nfzc0i+HINvOGm8ljn0EPl3Pz++xSFcRG7fUzyx0v1sdNz/bWGBlMUhS0KUyn7UU3isI/Dyil006dQWcfHHut+7GYveYUqyuN11A0lvJxakKhiE0Wu9V9ebq5TdeHhtyFyEJFCIHuksNBzChXZROH27WaOds+epihMcqRQrzy2XuSoaFY2UTVqlETbd+40h0iNstAkmyiMutDEy/KqSCzgzkL2EikEzG2LeYXxQVFYBOgnriDsY713W9B9suywG9XEr30cRKGJYYQzoklTU8fWOwov+YQKJQpfecW+glZHHWS9ikIlJvQRg3SsotDN+rfmFfo9CepjMwcpCg2juHIKgeyiUG9cXVlpnvT1SGFzs9muKwk5hXbtaBTf/a4I229/2/n7Uing7LPl8UMPyb26KI0ipzAu+1itx3TajLZ6XV4vvQrdjGaiw2KT+KEoLAK82sdOY3uqA4bakbt3dx+1yge7CuQ4C02am02RFYQo7NbNXN92Ual0Wpq2At5E4ciRsu7q601rzwl1kPV6Qv/pT6Vo6/vft3/f2gLEi4hXojCuSKGTrd/SYv7/e4MoVBFbJZLt7OOPPpJ10r27+2bpQeJkH9tdhJxyirTOydVkXInCxx+XY8/eZB8D2QcyyIaXSKEf+xigKIwTisIiwKsodDoIqGmUKAzbOrb+rp0o9NqSxo8otOYUqiiRPm/5kEplr0BesUIO0NXVwFe+4v57y8uB0aPl8SuvOE+nVx57jRTW1oogdFoPeqTQ7bq3jmriN1IYln2sFzEUiyjMNoKLXnkMmKJw82ZTvCjr2GtOalBks4/9ctRRpoX81FPJsY/DFIUVFeb/py4GwhSFXu1jdXxasybzOEyig6KwCPBafew0jdU+jkoU2o1WoOyVKApNrPaxOhhVVQUXKc1WbKKs47o6b6IGcJdX+NFHUt3btatp/QSFLgrdrvukRwqVKKystB8yshBRkcKtWztal3rlsbpX+6SqVo4znxDwZh+7JZUSqxkQCzkJzasNI1xRqOdw5ysKc/UqNAzvkcJ99jEvDp2GuiXhQlFYBHgtNHE6CFiHwgu7HY0iX/tYzWdZmb8DulUUhlFk4EYUerGOFW5EoW4dBx3lGTDAbBnlNlIYVE6hLgq9XEQonCKFxZZPCMg6V1H3jRsz37Pax6rVEGBayHGLQi/2sRd0C1ltB3GOfaxvy2EUmgDmugw7Ulhfb/5fXgaFoIUcLxSFRUBQ9rH19bjs43Ta7Fvn5iSveo5lG8EgG06RwiBFgVMFsmHkJwrr6mSZP/6447BkCr+Vx24oLzetIb+iMN9IoZ40H2SksJhEYSpl5gJa8wqt9jHQsQJZ5azGHSlsbpZ9JohIIQAcfbREu5uapD2N/lthkMs+VttiVVV44jSoSGEuUag7Tl5+g6IwXigKi4Cg7WNFXPaxPrKJm5P8IYcAs2ZJQYQflP2sIqRB9ihUOAmQTz6Rg2dFhTn+the6dzcPok55hX4rj92iBIRf+9hvpFDfjoOMFBajKASci03sepLqFci7d8voUUA8PQoB8xhhGOIiBCUKdQtZ/e9x2sdhWscKtXxq//MrCr/8MvvII17zCRUUhfFCUVgE6OIlyEhhXPaxso4B9yf5a64BTjvN3++rCFdjo0SdwrCPnSKFKko4erT/k1EuCzlsUajyCqOOFJaWdrzA8SMKt22T0VUUYVwUJAGnYpNskcJ16+TCZfduObboYwtHid6geteu4OxjwLSQFXFWH0cpCv1GCmtqzH0jW16h13xCBUVhvFAUFgHFZh/7EYX5oMSMsqXCsI+dIoX5WMeKY4+Ve7tRevyOeewFNdqJ21YluihMp8114ieHyirc/IhCw8gci3lvixTaiULdItRHMnE7Rm7Q6FWzzc3BRQoBuSDTWyvFOfZxHKLQ6/KmUu56FeYbKVy7lhXIcUBRWAR4tY+TJgqtI5ooUVhSEk2fRL2/3vbt0drHQYjCb35T7pcuzRQ3gFl53K1b8JXHiquuknHEr7nG3fS6KNSjdH5OhPmIwvJyM9KkW8h7myi0s4/1SGHcRSZAZtXsrl3BikK9kTUQnX1sGB3fz+cCyS1q+fz2KQTc5RV6bVyt6NXLzBNX2x6JDorCIkAXfG6qj92OehJ1pFDlFHrpURgUegPrMO3jdevM6s9PPwVWrxbxe8wx/r+7f39g6FA5yVjHCg+z8ljRsycwdap7+1eJwq1bTTu9psbf/52PKATsxXqxDXGn8BIp1AtN9HGz40SvQA7SPgaiE4VqGzeMzNxphdofkmwfA+5EobKPvUYKAVrIcUJRWATog8IXQ06hn6KBfNEbWIdhH6sT8qpV8nj4cOB735PXvvKV/CMeJ5wg94sWZb6ehCiPFT1SqPIJ/UZG8hWFdsUmxdiSBsgtCvWLQBVV3rHDLGCKexvSK5CDjBQCYiEPGybRY+vQjUGi50baWchR2MdqHlSEPh9RmC2n0G+kEKAojBOKwiLh8MPlJKbnxugk2T52yimMUhTqbWnCsI+HDQN+/nNzDOEVK4Bnn5XH+VjHCidRGHaRiR/UdtXQYEZNvRaZKPT/KJXynm6QLVJYbKLQrtBk924z6qZHCqurzXWzdq3cJ0UUBm0fA7LtLFoEvPGGPxHjFj0ableBHGVOodNzNzBSWLwUSb9+8sILcjLTR/fQKaSWNMUoClMp4Kab5PbllzLW8fPPy0F16tT8v/+44+Q3PvhADsbqQJxEUahvo6oIJohIoZ/txS5SWKyiUEUKv/hC8kzLyjJzUK3OwMCBpkiprAQGD45mPp3Q7WMlCoOyjwFZP16aLPshlZLttLU1vkhhFKJwzx7zgo+RwsKCkcIiobo6+4m1kOzjuEVh2DllvXoB48cDv/sd8MgjztFdL/TsaY6b/Nxzch9F5bEfysvNdav63wURKfSzvaiTr50oLLacwt69RQgahtnoXC139+4do6x6+5khQ6Ip+sqGbh+r6GZQkcIoyVaBHGWhidNzN+QShZs3S2eB0lJ/+7YShZ9+av7XJBooCvcSvIrCTp3CTbjWSYIo1BtYF2pOmdVCjqLy2C/qgmPlSrmPO1Ko28eF+v/noqTErOpUeYXWIe509IuVJFxUhGkfR0m2BtZRFpo4PXeDOp5s327+Fzoqn7BvX38XEz16mFFb1RKJRANF4V6Cm+rj8nJzB47KOgb2Dvs4CnRRaBjRVB77xSoK44oU7k32MWCeaFW+l13lsSJpolCJqS+/lCgUEKx9HBVODazb2kyRHqUo9NOXsWtX85hpFy3027hahxZyPFAU7iWUlponzWxXhuq9KEVhEiKFUdrHYTF2rAj7Tz+VsZCTWHmsUKJQDS0YV6Rwbyo0AcxcUxUptKs8Vuj2cRK2IXVsUhXrqVRh/kdO9nF9vSl27UR6UAQRKQSyW8h+G1frHHcccMop4Qpk0hEWmuxFVFeL4MolCnfsiC6fUM0X0LElTRx9CsNqSRMFnTsDdXXSEHvRomQWmSis21eSIoWFGil2g7UtjVv7OO4ehYB53FIWa5cuyYuAu0Ed16z2sbowqamRi7uw0NviAPmJwvfeyy4K84kU/vSn/j9L/MNI4V6EEl/Z7AL13t5mH9v1KSxEUaAs5OeeKyxRyEhhNFhFYTb7+IADzJFEDjoomvnLhhIzqkimEPMJAedIYRSVx0DwkUK7XoX5tKMh8UJRuBehBB/t446EPaJJVOh5haryuBBEYdyRwq1bzWHH9kZRaLe/19YCf/0r8Oij0e6LTljt40LMJwScRaGKgIZZeQxEax+H2fORhAPt472IgQMl10zPFbKyt4vCQraPARmZoXNn0xbs1i2ZB2arKPQbHQlKFLa1yX/fvfveIQpVJCebfQwA554b/jy5xWofF2qkMJd9XGiRwmyFJowUFh6MFO5F/PnP0uT6iCOcp1EHiDhyCpubJdGakUL/lJdnjpCSxMpjIPOio0cP/zlU+YrCTp1M8adOyoWcPpALL4UmSYP2cTAwUkiyQVG4F9Gvn1R0ZSOOSKF+UGpujlcUbt5s2oiFKgqUhQwk0zoGMi868rHL9Gie3+1Fb2CdTpsR62KOFG7aJNHRbDmFSUMdJ9Q8F5t9XMiiUB0zAdl/VFcBRgoLD4pCksFJJ4lAOvbY6H5TPyjt3BlvocmePeZrfvp3JQFdFCahlYgduij0m08I5B8pBDIbWKtiJ6A4RWGfPhI5bmuT5c1lHycJq3gp1Ehhkuzjigr/I9WoKGBTkykCAdM6rq42L7ZJ4UBRSDK49lo5URx+eHS/WVpqHijjEoXWg1d1tYwAUYgccYR5Yonyf/RCUJHCIEXhl1+aqQNA4V4UZKOszBThGzYUpn2sKFRRmKRCk3xGraquNvcd3ULW8wmTmLpCslOgpz0SJnGIIb0tTRx9CsvLMw+QhWodA/L/zZ8P3HBDZtQwSSQpUqi3pVH5hIV8UZALZel98okZGS3ESCHt4/x+H8h/KFO7vELmExY2RXrYI4WGXoEcR6QQyIwWFrp1ePrpwG23JVfYJD1SWOj/fzZUXqHqY1laWhgCi/ZxMAQVKQTsexVSFBY2CT1lkL2NJIhClVcIFHaksBDQ13U+orCiwqxcDqLQZG8UhT17FobNV+z2cSGLwtWrzdfYjqawoSgkiUC3j5MQKaQoDJfycnMd52MfA+b3BFFoUsg9Kt2iROF778l9IVjHQHHbx01NQEODPM53f8hFkKJw8GC5v+MO4KKLgFWrijxSOHs2MGiQ/IljxgBLlmSfvr4emDxZdrrKSuCQQ4AnnzTfb2sDbrpJVmRVFXDggcAvfpFZzh0xbF5NEkESIoUUhdHSs6eIsHwT67t0AbZtCzZSWMz/vxKFH34o94UqCgs1UmhnH6vRh3r1yoyih0GQovB73xNd9NBD0gf3wQfNY3nRRQoffBCYNg2YO1cE4Z13AiefDKxcaa/kW1uBE0+U9x5+WFTy2rWZf/DttwNz5gD33Sf9w954A5g4UU5GP/hBVEuWASOFJBEkTRQWc6QoKVx9tbRAOuaY/L4nyEjh3mAfq5O1ar9UCJXHQHHbx0oUHnJI+L9fXm7mGucrCnv2BP72N9EyJ50E7N4tIwMBRRgpnDULuOwyEW3Dh4s4rK6Wqj475s+XVh6PPQaMHSsRxuOOA0aMMKd55RXgO98BTjtN3v/ud2VF5opAhghFIUkEShTGaR8zpzBarrkGeOaZ/E9M+YrCvTWnUFGokcJiso+VKDz44PB/P5Uy12W++55i1CjZl59/Hvja14DDDgNGjgzmu8OksbERDQ0N7bcWa/WPorUVWLoUGDfOfK2kRJ4vXmz/mQULgLo6sY9ra2Wl3HabWMaKY46RgepV2P7tt4GXXwZOPTWYBfQB7WOSCNTBSY8URtmSBqB9XKgwp9AbxSIKCzVSaGcfK00QhSgERJg2NQXfi/P444GXXgr2O8NkuKW7/4wZM3DzzTd3nHDLFhFztbWZr9fWAh98YP/lq1YBzz0HXHCB5BF+/DFw5ZUSTp0xQ6a5/npJJh06VNoAtLUBt94qn4kJikKSCHT7WB0saR8TNwQlCnfvNsfVLeaLgr59M5/TPo6WuO1jIPhIYaGyfPlyDNB87sogIxHptOQT3n23CL5Ro6QK51e/MkXh3/4G3H8/8Je/SE7hW29JXk3//sCECcHNiwcoCkkiSFpOYTGLgmJD2YhW0eCW6mr5bHOz5IEDxX1RUFEhQriQxj0GiidSGLd9DFAUKrp27YpubvIQevcWYaeuGhWbNnW8ylL06ycJnPo4gsOGARs3ykmuogL48Y8lWnjeefL+4YfLQWjmzNhEIXMKSSJgSxrilyuuAMaPB84809/nUylTGO0NohDIrAwtlEhhsYhCq31cX28OcXfQQdHMA0WhRyoqJNK3aJH5Wjotz+vq7D8zdqxYxum0+dqHH4pYVCe3nTs7jjBQWpr5mYihKCSJIAmRQr3QpNhFQTFx7LHAo49K8Z5fVLGJEoXFflGg5xUWSqRQjwRXV2cGYAoJa6RQRQn79o1O6FIU+mDaNOCee6R9zIoVwKRJkpg5caK8f/HFMraoYtIkqT6eOlXE4BNPSKHJ5MnmNKefLjmETzwBrFkjB7JZs4Azzoh00XRoH5NEkARRyEjh3osSRhs2yH2xXxQUoigsLRU3bvfuwo0SAs6iMKp8QoCi0Bfnnish3enTxQIeORJ4+mmz+GTdusyo3377SUn2NdcARxwhPXqmTgWuu86c5g9/kObVV14JbN4sIfz/9//kN2KCopAkAtrHJE5UpFANJLA3icJCsY8BOU7s3l247WiAjvZx1JXHAEWhb6ZMkZsdL7zQ8bW6OuDVV52/r2tXaYJ9550BzFww0D4miSBpkcJiFwUkE2u0rNj//0KMFAJmlK0YI4VRikJVG+FUI0H2XhgpJInAriVN1H0K2bx670VFChXF/v+rQpNOnYLvVRcmKrJVjKIwSvv4ttuAE04Azjorut8khQFFIUkESRjRRLekil0UkEz2tkihas2W77jTUaMEVbHYx4YRj33ct2+s/ZFJgqEoJInAbkSTqEVhaalEUDZssB/fnBQve5soHD1aiiCdumkklWKKFO7ZI23u1FjBBx4Y3zwRoqAoJIkgCTmFgIxdnq0fKSlOrPZxsYvC0lLgrrvingvvFJMoBIB335X7gQNZ9EGSAUUhSQRJsI8B4Oijo/9NEj/WSCHTB5JJMdnHgCkKo7SOCckGq49JIkiCfUz2Xva2SGGhUgyRwrIys/E2RSFJGhSFJBGoSGFjI9DWJo8pCklU7G05hYWKiuDq7aMKERXxpCgkSYP2MUkEun2soCgkUdG1qzlaRiqVmfdFksOVV0qBht9xrpNCZaWMkPb++/I8ynY0hGSDopAkArsk66j7FJK9l1RKooUbN0o0KpWKe46IHccdJ7dCx9qrkJFCkhRoH5NEYNdAt7w8+vkgey8qr5DWMQkbPRJdUgIMHhzfvBCiQ1FIEkF5uZl8DUgydgm3ThIhKq+QopCEje6CDB7MVBmSHHjaJYkglcqMFvIgSaKGopBEhR4ppHVMkgRFIUkMel4hRSGJGmUfs0chCRuKQpJUKApJYmCkkMQJI4UkKnT7mKKQJAmKQpIYKApJnDBSSKJCjxSyHQ1JEhSFJDHQPiZxcsYZwDe+AXz/+3HPCSl2aB+TpMI+hSQx6JFC9igkUTN4MPDcc3HPBdkbUMe38nJg4MB454UQHUYKSWKgfUwI2RtQkcIDD5T2W4QkBYpCkhhoHxNC9gaUKKR1TJIGRSFJDIwUEkL2Bmpq5H7YsHjngxArDFyTxEBRSAjZG7jySmnYf9VVcc8JIZlQFJLEQFFICNkb2H9/4Je/jHsuCOkI7WOSGJhTSAghhMQHRSFJDGxJQwghhMQHRSFJDLSPCSGEkPigKCSJgfYxIYQQEh8UhSQxMFJICCGExAdFIUkMFIWEEEJIfCRCFM6eDQwaJF3ex4wBlizJPn19PTB5MtCvnxQkHHII8OST3r6zuVm+o1cvoEsX4KyzgE2bAlwo4hnax4QQQkh8xC4KH3wQmDYNmDEDWLYMGDECOPlkYPNm++lbW4ETTwTWrAEefhhYuRK45x5gwABv33nNNcDf/w489BDw4ovA+vXAmWeGuqgkB4wUEkIIIfERuyicNQu47DJg4kRg+HBg7lwRB/Pn208/fz6wdSvw2GPA2LESDTzuOBF+br9z+3Zg3jyZ7pvfBEaNAu69F3jlFeDVV8NeYuIERSEhhBASH7GKwtZWYOlSYNw487WSEnm+eLH9ZxYsAOrqxPqtrQUOOwy47Tagrc39dy5dCuzenTnN0KHAwIHOv9vS0oKGhob2W2Njo/8FJ7awTyEhhBASH7GKwi1bRMzV1ma+XlsLbNxo/5lVq8Q2bmuTPMKbbgJ+8xvgllvcf+fGjRKJ6t7d/e/OnDkTNTU17bfhw4d7WlaSG+YUEkIIIfERu33slXQa6NMHuPtusX3PPRe48UaxiMPkhhtuwPbt29tvy5cvD/cH90JoHxNCCCHxURbnj/fuDZSWdqz63bQJ6NvX/jP9+gHl5fI5xbBhEuFrbXX3nX37yrT19ZnRwmy/W1lZiUrN02xoaHC1jMQ9FIWEEEJIfMQaKayokGjfokXma+m0PK+rs//M2LHAxx/LdIoPPxSxWFHh7jtHjRJhqU+zciWwbp3z75LwoX1MCCGExEfs9vG0adJS5r77gBUrgEmTgKYmqRwGgIsvBm64wZx+0iSpPp46VcTgE09Iocnkye6/s6YGuPRSme7556XwZOJEEYRf/Wp0y04y6dTJfExRSAghJFEE3VR50CAglep40wVNxMRqHwOSE/jFF8D06WIBjxwJPP20WSiybp1UDyv22w945hnpM3jEEdKfcOpU4Lrr3H8nAPz2t/K9Z50FtLRIH8P/+I8olpg4UVIi0cJduygKCSGEJAjVAHnuXBGEd94pwmHlSil0sKKaKvfpI9WxAwYAa9dm5qy9/rrZOgUA3ntPPnP22WEvjSMpwzCM2H69gPnss8+w33774dNPP8W+++4b9+wUDb16SST40UeB8ePjnhtCCCHFhq/z95gxwNFHA3fdJc/TaYlSXXUVcP31HaefOxf41a+ADz6QfDU3XH018PjjwEcfScQwBmK3jwnRUcUm7FNICCEkTBobGzP6D7e0tNhPGEZTZbvf+POfge99LzZBCFAUkoShRKHbCytCCCHED8OHD8/oPzxz5kz7CcNoqmzlscckB/GSS3wuTTDEnlNIiM7558t+dNRRcc8JIYSQYmb58uUYMGBA+/PKIC0qvalyaam0Pfn8c7GUZ8zoOP28ecCppwL9+wc3Dz6gKCSJ4uab5UYIIYSESdeuXdGtW7fcE4bRVFmvply7Fnj2WeCRR7wvRMDQPiaEEEIIcSKMpso6994rUcXTTgt+3j1CUUgIIYQQko0wmioDIhrvvReYMAEoi9+8jX8OCCGEEEKSTBhNlQGxjdetk6rjBMA+hT5hn0JCCCGk8OD52xnax4QQQgghhKKQEEIIIYRQFBJCCCGEEFAUEkIIIYQQUBQSQgghhBBQFBJCCCGEEFAUEkIIIYQQUBQSQgghhBBQFBJCCCGEEFAUEkIIIYQQcOxj36TTaQDAhg0bYp4TQgghhLhFnbfVeZyYUBT6ZNOmTQCA0aNHxzwnhBBCCPHKpk2bMHDgwLhnI1GkDMMw4p6JQmTPnj148803UVtbi5KS4Fz4xsZGDB8+HMuXL0fXrl0D+15iD9d3dHBdRwfXdXRwXUdHUOs6nU5j06ZNOPLII1FWxtiYDkVhwmhoaEBNTQ22b9+Obt26xT07RQ/Xd3RwXUcH13V0cF1HB9d1+LDQhBBCCCGEUBQSQgghhBCKwsRRWVmJGTNmoLKyMu5Z2Svg+o4Oruvo4LqODq7r6OC6Dh/mFBJCCCGEEEYKCSGEEEIIRSEhhBBCCAFFISGEEEIIAUUhIYQQQggBRWHimD17NgYNGoROnTphzJgxWLJkSdyzVPDMnDkTRx99NLp27Yo+ffpg/PjxWLlyZcY0zc3NmDx5Mnr16oUuXbrgrLPOah/KkPjnl7/8JVKpFK6++ur217iug+Pzzz/HhRdeiF69eqGqqgqHH3443njjjfb3DcPA9OnT0a9fP1RVVWHcuHH46KOPYpzjwqStrQ033XQTBg8ejKqqKhx44IH4xS9+Ab1Ok+vaHy+99BJOP/109O/fH6lUCo899ljG+27W69atW3HBBRegW7du6N69Oy699FLs2LEjwqUoHigKE8SDDz6IadOmYcaMGVi2bBlGjBiBk08+GZs3b4571gqaF198EZMnT8arr76KhQsXYvfu3TjppJPQ1NTUPs0111yDv//973jooYfw4osvYv369TjzzDNjnOvC5/XXX8d//ud/4ogjjsh4nes6GLZt24axY8eivLwcTz31FJYvX47f/OY36NGjR/s0d9xxB37/+99j7ty5eO2119C5c2ecfPLJaG5ujnHOC4/bb78dc+bMwV133YUVK1bg9ttvxx133IE//OEP7dNwXfujqakJI0aMwOzZs23fd7NeL7jgArz//vtYuHAhHn/8cbz00ku4/PLLo1qE4sIgiWH06NHG5MmT25+3tbUZ/fv3N2bOnBnjXBUfmzdvNgAYL774omEYhlFfX2+Ul5cbDz30UPs0K1asMAAYixcvjms2C5rGxkbj4IMPNhYuXGgcd9xxxtSpUw3D4LoOkuuuu8449thjHd9Pp9NG3759jV/96lftr9XX1xuVlZXGX//61yhmsWg47bTTjO9973sZr5155pnGBRdcYBgG13VQADAeffTR9udu1uvy5csNAMbrr7/ePs1TTz1lpFIp4/PPP49s3osFRgoTQmtrK5YuXYpx48a1v1ZSUoJx48Zh8eLFMc5Z8bF9+3YAQM+ePQEAS5cuxe7duzPW/dChQzFw4ECue59MnjwZp512WsY6Bbiug2TBggU46qijcPbZZ6NPnz448sgjcc8997S/v3r1amzcuDFjXdfU1GDMmDFc1x455phjsGjRInz44YcAgLfffhsvv/wyTj31VABc12HhZr0uXrwY3bt3x1FHHdU+zbhx41BSUoLXXnst8nkudMringEibNmyBW1tbaitrc14vba2Fh988EFMc1V8pNNpXH311Rg7diwOO+wwAMDGjRtRUVGB7t27Z0xbW1uLjRs3xjCXhc0DDzyAZcuW4fXXX+/wHtd1cKxatQpz5szBtGnT8JOf/ASvv/46fvCDH6CiogITJkxoX592xxSua29cf/31aGhowNChQ1FaWoq2tjbceuutuOCCCwCA6zok3KzXjRs3ok+fPhnvl5WVoWfPnlz3PqAoJHsVkydPxnvvvYeXX3457lkpSj799FNMnToVCxcuRKdOneKenaImnU7jqKOOwm233QYAOPLII/Hee+9h7ty5mDBhQsxzV1z87W9/w/3334+//OUvOPTQQ/HWW2/h6quvRv/+/bmuSVFB+zgh9O7dG6WlpR2qMDdt2oS+ffvGNFfFxZQpU/D444/j+eefx7777tv+et++fdHa2or6+vqM6bnuvbN06VJs3rwZX/nKV1BWVoaysjK8+OKL+P3vf4+ysjLU1tZyXQdEv379MHz48IzXhg0bhnXr1gFA+/rkMSV/fvzjH+P666/Heeedh8MPPxwXXXQRrrnmGsycORMA13VYuFmvffv27VCMuWfPHmzdupXr3gcUhQmhoqICo0aNwqJFi9pfS6fTWLRoEerq6mKcs8LHMAxMmTIFjz76KJ577jkMHjw44/1Ro0ahvLw8Y92vXLkS69at47r3yAknnIB3330Xb731VvvtqKOOwgUXXND+mOs6GMaOHduhtdKHH36I/fffHwAwePBg9O3bN2NdNzQ04LXXXuO69sjOnTtRUpJ5uiwtLUU6nQbAdR0WbtZrXV0d6uvrsXTp0vZpnnvuOaTTaYwZMybyeS544q50ISYPPPCAUVlZafzxj380li9fblx++eVG9+7djY0bN8Y9awXNpEmTjJqaGuOFF14wNmzY0H7buXNn+zRXXHGFMXDgQOO5554z3njjDaOurs6oq6uLca6LB7362DC4roNiyZIlRllZmXHrrbcaH330kXH//fcb1dXVxp///Of2aX75y18a3bt3N/73f//XeOedd4zvfOc7xuDBg41du3bFOOeFx4QJE4wBAwYYjz/+uLF69WrjkUceMXr37m1ce+217dNwXfujsbHRePPNN40333zTAGDMmjXLePPNN421a9cahuFuvZ5yyinGkUceabz22mvGyy+/bBx88MHG+eefH9ciFTQUhQnjD3/4gzFw4ECjoqLCGD16tPHqq6/GPUsFDwDb27333ts+za5du4wrr7zS6NGjh1FdXW2cccYZxoYNG+Kb6SLCKgq5roPj73//u3HYYYcZlZWVxtChQ42777474/10Om3cdNNNRm1trVFZWWmccMIJxsqVK2Oa28KloaHBmDp1qjFw4ECjU6dOxgEHHGDceOONRktLS/s0XNf+eP75522PzxMmTDAMw916/fLLL43zzz/f6NKli9GtWzdj4sSJRmNjYwxLU/ikDENryU4IIYQQQvZKmFNICCGEEEIoCgkhhBBCCEUhIYQQQggBRSEhhBBCCAFFISGEEEIIAUUhIYQQQggBRSEhhBBCCAFFISGEEEIIAUUhIYT4JpVK4bHHHot7NgghJBAoCgkhBckll1yCVCrV4XbKKafEPWuEEFKQlMU9A4QQ4pdTTjkF9957b8ZrlZWVMc0NIYQUNowUEkIKlsrKSvTt2zfj1qNHDwBi7c6ZMwennnoqqqqqcMABB+Dhhx/O+Py7776Lb37zm6iqqkKvXr1w+eWXY8eOHRnTzJ8/H4ceeigqKyvRr18/TJkyJeP9LVu24IwzzkB1dTUOPvhgLFiwoP29bdu24YILLsA+++yDqqoqHHzwwR1ELCGEJAWKQkJI0XLTTTfhrLPOwttvv40LLrgA5513HlasWAEAaGpqwsknn4wePXrg9ddfx0MPPYRnn302Q/TNmTMHkydPxuWXX453330XCxYswEEHHZTxGz/72c9wzjnn4J133sG3vvUtXHDBBdi6dWv77y9fvhxPPfUUVqxYgTlz5qB3797RrQBCCPGCQQghBciECROM0tJSo3Pnzhm3W2+91TAMwwBgXHHFFRmfGTNmjDFp0iTDMAzj7rvvNnr06GHs2LGj/f0nnnjCKCkpMTZu3GgYhmH079/fuPHGGx3nAYDx05/+tP35jh07DADGU089ZRiGYZx++unGxIkTg1lgQggJGeYUEkIKlm984xuYM2dOxms9e/Zsf1xXV5fxXl1dHd566y0AwIoVKzBixAh07ty5/f2xY8cinU5j5cqVSKVSWL9+PU444YSs83DEEUe0P+7cuTO6deuGzZs3AwAmTZqEs846C8uWLcNJJ52E8ePH45hjjvG1rIQQEjYUhYSQgqVz584d7NygqKqqcjVdeXl5xvNUKoV0Og0AOPXUU7F27Vo8+eSTWLhwIU444QRMnjwZv/71rwOfX0IIyRfmFBJCipZXX321w/Nhw4YBAIYNG4a3334bTU1N7e//61//QklJCYYMGYKuXbti0KBBWLRoUV7zsM8++2DChAn485//jDvvvBN33313Xt9HCCFhwUghIaRgaWlpwcaNGzNeKysray/meOihh3DUUUfh2GOPxf33348lS5Zg3rx5AIALLrgAM2bMwIQJE3DzzTfjiy++wFVXXYWLLroItbW1AICbb74ZV1xxBfr06YNTTz0VjY2N+Ne//oWrrrrK1fxNnz4do0aNwqGHHoqWlhY8/vjj7aKUEEKSBkUhIaRgefrpp9GvX7+M14YMGYIPPvgAgFQGP/DAA7jyyivRr18//PWvf8Xw4cMBANXV1XjmmWcwdepUHH300aiursZZZ52FWbNmtX/XhAkT0NzcjN/+9rf40Y9+hN69e+O73/2u6/mrqKjADTfcgDVr1qCqqgpf+9rX8MADDwSw5IQQEjwpwzCMuGeCEEKCJpVK4dFHH8X48ePjnhVCCCkImFNICCGEEEIoCgkhhBBCCHMKCSFFCjNjCCHEG4wUEkIIIYQQikJCCCGEEEJRSAghhBBCQFFICCGEEEJAUUgIIYQQQkBRSAghhBBCQFFICCGEEEJAUUgIIYQQQgD8f9cbPixzs1BKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [05:06<00:00,  3.07s/it]\n"
     ]
    },
    {
     "data": {
      "image/png": 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hhPhH27Zt0S4TAmzuXCkoGT7c/PX6euAXvwA0DXjgAf/XJwkMH4cUikJCCCEkBHTuLEUiO3bETt+xA+jaNfl7q6sln/Dii81fV4Jw40bJMQzQJQQoCkMLcwoJIYSQEFBQAAwdCixerE+LRuX5yJHJ37tgAVBbC5x/fuJrShB+8QXw+utAp07errcLGD4OKcwpJIQQQkLCtGnAhAnAsGESBr77bnEBVTXy+PFAWRkQX6wydy5wxhmJgq++Hvj5z6UdzQsvSM7i9u3yWseOugjIMBSFIYXhY0IIISQkjB0L7NoFzJwp4m3IEOCVV/Tik02bpCLZyPr1wJIlwGuvJS5vyxZg4UJ5PGRI7GtvvinNrwOAojCkUBQSQgghIWLKFLmZ8dZbidP695fiETN697Z+LUCYUxhSmFNICCGEkExCURhSmFNICCGEkExCURhSGD4mhBBCSCahKAwpFIWEEEIIySQUhSGFOYWEEEIIySQUhSGFOYWEEEIIySQUhSGF4WNCCCGEZBKKwpBCUUgIIYSQTEJRGFKYU0gIIYSQTEJRGFKYU0gIIYSQTEJRGFIYPiaEEEJIJqEoDCkUhYQQQgjJJBSFIYU5hYQQQgjJJBSFIYU5hYQQQgjJJIGLwvvvB3r3BoqKgBEjgOXLk8+/dy8weTLQrRtQWAgcdhjw0kv66++8A5x6KtC9OxCJAM89l7iMCy+U14y3k07y7jt5AcPHhBBCCMkkgYrCp54Cpk0DZs0CVq0CBg8GxowBdu40n7+uDvjJT4ANG4CnnwbWrwceeggoK9Pnqa6W5dx/f/LPPukkYNs2/fbkk559LU/wQxRqGnDggHfLI4QQQkjzIS/ID7/zTuDSS4GJE+X5nDnAiy8C8+YB116bOP+8ecCePcB//6uLpt69Y+c5+WS5paKwEOjaNa3V9xU/cgovvhhYsABYtw7o0cO75RJCCCEk+wnMKayrA1auBEaPNqxMjjxfutT8PQsXAiNHSvi4tBQ44gjglluAxkbnn//WW0CXLkD//sCkScC33yafv7a2FpWVlU23qqoq5x/qAD+cwnfeAfbtAz76yLtlEkIIIaR5EJgo3L1bxFxpaez00lJg+3bz93z1lYSNGxslj3DGDOCOO4CbbnL22SedBPzjH8DixcCttwJvvy3uYjJxOXv2bJSUlDTdysvLnX2oQ1ShSUODhH294Lvv5H7fPm+WRwghhJDmQ6DhY6dEo+LuPfggkJsLDB0KbNkC3H675CXa5dxz9ceDBgFHHgkccoi4hyecYP6e6dOnY9q0aU3Pt2zZ4qswVE4hIMLQ+NwNmiZFOgBFISGEEEISCUwUdu4swm7HjtjpO3ZY5/p16ybiKDdXnzZwoDiLdXW6u+aUvn1lfb780loUFhYWorCwsOl5ZWWluw+ziVEE1tenLwr37RNRrR4TQgghhBgJLHxcUCBO3+LF+rRoVJ6PHGn+nlGjRLgpcQMAn38uYtGtIASAb76RnMJu3dwvw2uMItCLYhMVOgYAn9MhCSGEEJKFBNqSZto0aSnz6KNSETtpkrSUUdXI48cD06fr80+aJNXHU6eKGHzxRSk0mTxZn2ffPmDNGrkBwNdfy+NNm/TXf/c7YNkyaW2zeDFw+unAoYdKO5ywEO8UposKHQN0CgkhhBCSSKA5hWPHArt2ATNnSgh4yBDglVf04pNNm6QiWdGzJ/Dqq8BVV0keYFmZCMRrrtHn+eAD4Mc/1p+rNMAJE4BHHpHQ80cfiRDdu1eaXJ94InDjjdKmJizk5Mi6NjZ6IwqNTiFFISGEEELiCbzQZMoUuZnx1luJ00aOFJfPiuOOS16t26qVCMtsID/fO1FIp5AQQgghyQh8mDtijZcNrCkKCSGEEJIMisIQo4pnsjF8/P77Uhn+8sv+fxYhhBBC0oeiMMR4OapJpp3Cl14CPvsMeO45/z+LEEIIIelDURhivBSFmXYKVci7ttb/zyKEEEJI+lAUhphszilU6+zFuhNCCCHEfygKQ4xfOYWZaF6t1pmikBBCCMkOKApDTDbnFNIpJIQQQrILisIQ45corK6OHSrQD5hTSAghhGQXFIUhxsucQmP4GAD2709/mclg+JgQQgjJLigKQ4yXOYVGpxDwP4TM8DEhhBCSXVAUhhivwsf19YkikKKQEEIIIUYoCkOMV6KwokJ/3KWL3GdKFDKnkBBCSLPg/vuB3r2BoiJgxAhg+XLreY87DohEEm+nnKLP88wzwIknAp06yWtr1vj8BVJDURhivMopVKHjtm2B9u3lsd+ikDmFhBBCmg1PPQVMmwbMmgWsWgUMHgyMGQPs3Gk+/zPPANu26bdPPgFyc4FzztHnqa4GjjkGuPXWzHwHG+QFvQLEGq9yClWRSfv2QJs28tjvXoUMHxNCCGk23HkncOmlwMSJ8nzOHODFF4F584Brr02cv2PH2Ofz5wPFxbGi8IIL5H7DBl9W2Q10CkOMV+Fj5RQaRSFzCgkhhLRkqqqqUFlZ2XSrtcp3qqsDVq4ERo/Wp+XkyPOlS+192Ny5wLnnAq1bp7/iPkJRGGK8EoXKKezQIfOikDmFhBBCwkh5eTlKSkqabrNnzzafcfduoLERKC2NnV5aCmzfnvqDli+X8PEll6S/0j7D8HGI8TqnsH17yY8FmFNICCGkZbN27VqUlZU1PS8sLPTng+bOBQYNAoYP92f5HkJRGGK8Dh936CB5rgDDx4QQQlo2bdu2Rbt27VLP2LmznDx37IidvmMH0LVr8vdWV0s+4R//6H5FMwjDxyHGz0KTTIaPNc3fzyKEEEJ8o6AAGDoUWLxYnxaNyvORI5O/d8ECORGef76/6+gRdApDjB9OoRJrmRKFmiapGHn8pxFCCMlWpk0DJkwAhg2TMPDdd4sLqKqRx48HysqA+LzEuXOBM86QXoTx7NkDbNoEbN0qz9evl/uuXVM7kD7BU3WI8Sqn0OgUHjggjzOVUwjI+lMUhpOGBv42hBCSkrFjgV27gJkzpbhkyBDglVf04pNNm6Qi2cj69cCSJcBrr5kvc+FCXVQCUp0MSC/EG27w+hvYgqeDEONHS5pM5xSqx8XF/n4ecc4f/gDccQfw/vvAwIFBrw0hhIScKVPkZsZbbyVO698/ef7UhRfKLUQwpzDEeJ1TaGxJk6nm1QDb0oSVxYvlf/D++0GvCSGEkDBApzDE+OEUZjqnMP4xCQ/798u93/8FQgghHvHRR/bnPfJIx4unKAwxfhSaZEIIaFpiTiEJHxSFhBCSZQwZAkQi1mFp9VokIlWeDqEoDDFeFJpoWmyhSUWFPPZTCDQ0xD6nKAwnFIWEEJJlfP21r4unKAwxXuQUHjigv79DB+Dbb+Wxn0IgXgQypzCcUBQSIw0NwLp1wBFHiMlAMsuePXKsjh9JjZAYDj7Y18VTFIYYL8LHyiXMzZVxuDPRvDpeFNIpDCdKFPpddETCTzQKnH468NJLwLPPSls1kjk0Dfje92Rf3LJFH46UkAQWLrQ/72mnOV68K1G4ebNcSfboIc+XLweeeAIoLwcuu8zNEokZXohCY5FJJBIrClXagdfEry9FYfjQNDqFROeWW0QQApLHTlGYWWpqgI0b5fG2bUCfPsGuDwkxdndOlzmFrlrS/PKXwJtvyuPt24Gf/ESE4fXXZ83wflmBFzmFxiITAGjbVu41TW9k7TV0CsOPcfhBisKWzRtvSK9chUoxIZlDXaABenSHEFOiUXs3F4IQcCkKP/lERnkBgH/9S3JQ/vtf4PHHgUcecbUexAQvcgqNRSYA0KqV7g76JQaYUxh+jCchisKWy7ZtwHnnyTmkY0eZRlGYeSgKSVhwFT6urwcKC+Xx66/rYesBA+QgQ7zBy/CxcgpzciS3cN8+yV/p0iWtVTSFTmH4oSgkDQ0yqtbOncCgQcCkScDllwO7dwe9Zi2P6mr9MUUhcUR1NfD22zLMXvzJ9oorHC/OlSg8/HBgzhzglFOARYuAG2+U6Vu3mo/5TNzhZaGJcgoBySvct88/McCcwvBDUUhmzADeeUdSSp5+WoZpBegUBgGdQuKK1auBn/5U/kDV1WL3794t48p26eJKFLoKH996K/C3vwHHHSehh8GDZfrChXpYmaSPHzmFgP8VyHQKw4/xJMTq45bHxo3An/4kj+fOBQ47DOjcWZ5TFGYeikLiiquuAk49Vf40rVoBy5bJzj10KPDnP7tapCun8LjjRIxWVsaKjcsuE4FKvMGPnEIg86KQOYXhg05hy0ZVuvbrB5xzjjxWUR6GjzMPRSFxxZo14tDl5EjfudpaoG9f4LbbgAkTgLPOcrxIV07hgQPy2UoQbtwI3H23hB/8yFFrqXjdkkbhtyhk+Dj8xItCqxGTSPNE7fuqGwGgi8KqKu6zmca4P6pjNiEpyc8XQQiI+Nq0SR6XlEjvQBe4EoWnnw784x/yeO9eYMQI4I47pH3OAw+4Wg9igh+FJgDDxyT2JORneyISTlRhgzoWAHLhqM4ve/ZkfJVaNHQKiSuOOgpYsUIeH3ssMHOmtIG58kppC+MCV+HjVauAu+6Sx08/LcPyrF4N/Pvfsk6TJrlaF2LsKAygsAEoBpBbA6Da8l1JObBbltGpSF9GpyKZVvOt++Umo7FSlq+IVvnzOcQ9dd/F/kb7dgDFdPlbDDXfJh4XcgGUtQe+3QN8uwno2tb6/cRbjPvj/l3g8dJIcTHHXbTillv0pPCbbwbGjxcB1q+fJAu7IKJpzgNHxcXAZ58BvXoBv/iFVCPPmiVuZf/+sVc9zZVvvvkGPXv2xObNm9FDDe2SLtXVsZfuhBBCSEtm3z7po+Yhvpy/mwmuwseHHgo895yIwFdfBU48Uabv3Am0a+fh2hFCCCGEkES+/hr44ovE6V98AWzY4GqRrsLHM2fKUHdXXQUcfzwwcqRMf+01CXETlxQXxyT6bdwIlB8OtCpyXxHYvTtQUQmsXiVtJwBxdf98BzD5cilS8pr584GLL9Gf/2Yahz8MG3ffDVz/e/3564v0/Zg0f/7wB+C224FJv4rtXHHOOcBLLwP33gNcdFFw69fS+OMfgVv//7G4U0e9XoCALU2SceGFsqP26xc7/f33gb//HXjrLceLdCUKf/5z4JhjZPQS1aMQAE44ATjzTDdLJAAkb8Jgk+eVAPsB1NYDcOGeR6PA9ipAA9C+TF9GYUdZ7p5ad8tNxYEcWb5in+bP5xD3VDTE/kaVjeBv1ILYWy+/f357xPzubbvK9B37wP9DBjHuj7UVgMY0OmKH1auBUaMSp3//+8CUKa4W6UoUAkDXrnL75ht53qMHG1d7jao+bmyUGhSnB4mKCr3VSJB9Cll9HD7i837Zq7BloX7v+BRm1ZaGDawzi3F/bGyU2gGmYpGURCLmow9UVMgfyQWucgqjUbG7S0qAgw+WW/v2MtxdNOpqPYgJqnk14K4tjWpHU1wcuyz2KSQUhS2bVKKQDawzS/z+yLY0xBY/+hEwe3asAGxslGnHHONqka6cwuuvl2rnP/1Jdy6XLAFuuAGoqZHKaJI+yikERGgZhZ0dzEYzAegUksSTEIe6a1moPoXxRZ0c6i4YzEThwQcHsy4ki7j1VhGG/fsDP/yhTHv3XRlu7o03XC3SlSh89FHJYTztNH3akUcCZWXA5ZdTFHqFURTW1TmvyjdrXA1wmDtCp7Clw/BxuKBTSFxRXg589BFw333Ahx/K+Mfjx0s+YceOrhbpShTu2QMMGJA4fcAAdsL3knin0ClmQ9wBdAqJfhIqKhJ3n6KwZcHwcbiIF4Uc6o7Ypnt3aWLtEa5yCgcPFmEaz333iWNIvCESAfL+v2x3IwqDCh+rdVWdBCgKw4c6CZWWyj1FYcuC4eNwoX4PVUxIp5DY5t13gfPPB37wA2DLFpn2z39KTp8LXInC224D5s0T5/Lii+VWXg488khszyuSPumMf5wqfOxXHpkSgW3bxj4n4UGJwoMOknuKwpZFKqfwu+9cFy8SF8RfpFEUElv8+9/AmDESNl61Ss/Vqqhw7R66EoXHHgt8/rn0JNy7V25nnQV8+qkIVOIdShS6EVZWTqESa/v26S1rvEStq3IhmFMYPtRJqMv/H++YhSYtCytRqNKQNI3CJJOo/bGsTO657YktbroJmDMHeOih2HyzUaNEJLrAdZ/C7t0TC0o+/FCqkh980O1SSTx+OoXRqOSTtWrlevVMUaJQfQ6dwvARLwrpFLYsrMLH+fnSaqyiQkLIKpxM/EXtjz16ACtXUhQSm6xfL9XH8ZSUuE5MdeUUksyh2tB4mVNoHDXIDzGg1pWiMLxQFLZc6ut19z7eKQRYgRwEdAqJK7p2Bb78MnH6kiVA376uFklRGHL8cApzc3Vh6IcYiM8pZPg4fLDQpOWiXELAvM0VK5Azi6ZRFBKXXHopMHWqjHUciQBbtwKPPw785jfApEmuFuk6fEwyQzo5hVYtaQBxCPbv91cUqhMOncLwQaew5aJEYV6eeUN8ViBnlvp6vaiHopA44tprJQ/shBPkoP6jHwGFhcDvfgdccomrRToShWedlfx19lbynnScQqvwMSCicOdOf0Uhw8fhROWSAiw0aYkYi0zMxlNn+DizGHsUUhQSR0QiMsTc734nYeR9+6QVzN/+BvTpA2zf7niRjkRhSUnq18ePd7wOJAnp5BRahY8Bf3sVMqcw3Bw4oD+mU9jysCoyUTB8nFmMzq3aHykKSVJqa2Vc4UWLdGfwjDOAhx+WtjC5ucBVV7latCNR+PDDrj6DpIGfTiHAnMKWiNGZMPYp1DRz54g0L6za0SgYPs4san8sLtYv4Pfu5f5IkjBzpriBo0cD//0vcM45wMSJwLJlwB13yPPcXFeLZk5hyHErCmtq9BBhMqfQj7AhcwrDjXIKi4p091/TZLqxMj0IamrEHc9hCZxvpBKFDB9nFjNRWF8v052Od09aCAsWAP/4B3DaacAnn8hQcg0N0hcwzSsJHnpDjttCk4oKuY9EdMfOSFjDx+vWAfPn+9NUmwjGk5Df7Ymc8NVX4mpfeGGw69HcYfg4XBj3x9atdYOHIWRiyTffAEOHyuMjjpAQ8lVXeWItUxSGHLc5hcbQsZnrYhzVxGvMCk3siryLLgLOOw/44APv14sIxpNQTo4uDoIWhcuXS6rBP/8JLF0a7Lo0Zxg+Dhdqf2zdWs7pyi2kKAwh998P9O4tYZYRI+SgZcVxx8kPGn875RR9Hk2TUHC3bjKKxOjRwBdfpF6PxsbY1gF5edY7tEMYPg45bsPHydrRAJnJKVSfoWnibBtH4bFi2za5//pr4OijvV83EisKAfmdqquDr0A2di+YMQN4/fXAVqVZw/BxuIjfHzt0EJeWojBkPPUUMG2aDCs3YgRw990y7vD69XqFkJFnnokNk337LTB4sOT7KW67DbjnHuDRR6VaeMYMWebatSI8rdA0CakUFsrzmhrgV79KtP+fecbx16RTGHLcisJkRSZAZkWhcVoqVGhr1y5v14nomIlCIHin0CgKFy8G3nwzsFVp1qQKHxudQqZx+I+ZKAQoCkPHnXdKs+iJE6Xty5w58qPNm2c+f8eOMuKIui1aJPMrUahpIix//3vg9NMlL/Af/5AG1M89l3xdJkwQIVpSIrfzz5exh9VzdXMBncKQ4zanMFk7GiCzOYWArL+dpGm1PhSF/hFWUahOgnl54izPmAG8+y4rML3GrlPY0ABUVro+txCbUBQGR1VVFSorK5ueFxYWolC5b0bq6mRQ6unT9Wk5ORLutZvrMncucO65+onw66+lj+Do0fo8JSXiQi5dKvNa4WMrmMCdQichekDEzuTJEoIvLAQOOwx46SX99XfeAU49VURzJGIuuN2G8YPArVO4c6fcWw1onwmnsLhYP6HbEbWNjXrFNEWhf8SfhPzML3WCupC55BI5Hrz3HvDKK4GuUrMklSgsKtL/Gyw28R/l3FIUZp7y8nKUlJQ03WbPnm0+4+7dcoJS44IqSkvtNYhevlyqhI2jjKj3uV2mTwQqClWIftYsYNUqCbePGaMLmnjq6oCf/ATYsAF4+mkJ5T/0kN4FHpAdbPBgEZtWqDD+nDkyZGDr1vK5SpCECbeFJlu3yr1x2xjJhCgsKNDX306vQuOYrFb/AZI+YXcKBw4EpkyRx7//PUOYXpMqfAyw2CSThMUpXL9eP2+0FNauXYuKioqm23SjE+glc+cCgwYBw4f7s3wPCVQUOg3Rz5sH7Nkj7t+oUeIwHnusiEDFyScDN90kTb3NSCeMHwRunUK1c3fvbv56JvoUGkWhHafQKArpFKbHmjXAI4+Yv2YlCsNSaNKhA3D11bJeq1aFc7/MZlI5hQCLTTJJ0KJw61bggguAAQOAY47JzGeGhbZt26Jdu3ZNN9PQMSBXSbm5wI4dsdN37JB8wWRUV0uftYsvjp2u3udmmT4SmChUIXpjOD1ViH7hQmDkSAkfl5ZKe55bbtEHE7dDqjC+FbW1taisrGy6VWXoDOo2p9CuKPQzp5CiMBgqK+X/PXEisHp14uthdwrbt5eRVq68Up7PmOFsHyfJUfuZHVHI8LH/BCUKa2uBW2+VFKzHHpNpX3/NwQZMKSiQvoCLF+vTolF5PnJk8vcuWCAb+/zzY6f36SPiz7jMykoJX6Zapo8EJgrdhOi/+krCxo2Nkkc4Y4aM6HLTTfY/120Yf/bs2TG5B+Xl5fY/NA3cOoVbtsh9EKLQ6BSqCy87BxrjujB87J677tIdnm++SXxdnYRatZL7sIjC+OKo3/xGBOKnn7I9jZeo35nh43Bg7FMIxA515xcrVoipcu21cpHw/e/r+d/MZbRg2jTJV3v0URllYdIk2XgTJ8rr48fHFqIo5s6VcYnVlZYiEpEr35tuEsfr449lGd27y/wBEXihiROiUanCfvBBEe1jxwLXXy9hZ7+ZPn16TO7B2rVr/f9QpJ9TaCUKM9G8Oj/ffU7ht9/SHXLDt99KWobC7MQS9kIT1UapfXvJIQbkGNwSufpq4Je/dDf2uRUMH4eLIJzC224DvvxSii3/8Q8p6lL73Z49/n1uVjN2LPDnP0uV6pAhkqPzyiu6w7Rpk95oV7F+PbBkSWLoWHH11cCvfw1cdpk05t23T5aZrEehzwTWksZNiL5bNxEaxnGeBw4Uh6+uLrbBtxXGMH63brGfO2SI9fviS9WNZex+4sYprKrS88OM39GIX+5QNKqLuXTCx5omB6eDDvJ2/Zo7t98uEQiFHVEYBqdQ0/SToLGN0sEHy/2mTZlfp6Cpq5PfE5Ccr5NP9ma5dgpNGD7OHEGIQnWMmD1b/luAtNX77juKwqRMmaJXwcXz1luJ0/r3T14pF4kAf/yj3EJCYE6hmxD9qFFydRON6tM+/1yEjx1BCIQ2jG+Jm5xCdbHStq35uMdArBDwsrrTKF6disJ4UcIQsjO2b5eqekD+50D2iMLqav1iwthwvVcvud+4MeOrFDhGQfb4494t145TyPBx5ghCFB44EPuZgIhCgKKwpRNo+NhpiH7SJPnDTp0qYvDFF6XQZPJkfZ59+8TVXbNGnn/9tTxWTkNIw/iWuHEKU4WOAf2E0NDgbWKxcVnGnEKn4WOAxSZOueUWOdh///vA2WfLNCeiMMjqY3UCzM+PPVFlo1O4f7/8Bul2tzD+/597LnH/cAvDx+EiiD6F8ccAgKKQCIGOaDJ2rBz4Zs4Ul2PIkMQQfY5BtvbsCbz6KnDVVdJKpqxMBOI11+jzfPAB8OMf68+nTZP7CRP0Fh1XXy074mWXyUnzmGMCD+Nb4ian0I4oNIaO9u3TxVu6GEWhMafQjVNIUWifTZuAv/1NHt98M7BsmTzOFqfQmE9oHMEkG53ClSsl8rBhg4Tn3GJ0yqurgeefTz7IgV0YPg4X8fujcspra+UiTxWEeQmdQmJF4MPcOQ3Rjxypn/DMOO641OHQEIbxLfHLKczLExFcUyNiIL4wyi1K/OXkSO6n25xCgOFjJ/zxj7KNf/xj4PjjJb8ZyB5RaJZPCOhO4a5d/p0gvUYJqXSd1/j//+OPpy8K6+t1157h43BgVviVkyNpUt99589/Pr4DAUBRSISsqj5uibjJKbQjCgF/wobGHoXGezeikE6hPb78UnfBb75Z7pXbkC3Vx/GVx4r27fX/abaEkNX/dv/+9Cro1XJUc/5XXklfpBn3MbvhY44o4y/x+2NOjr4f+BVCplNIrKAoDDnpOIVWQ9wp/HCIjD0KAWc5hQwfu+P110V8HHusXizlRBSGwSm0EoWRiB5CzhZRaAy5ppMHqJzCH/1IUmsaGqRPazqo9cnLS16cp0RhTY3+fyH+EN+nEPA/r5BOIbGCojDk+JVTCPgrCpWYdeMUqgMiRaE9KirkvndvfZobURiGQpP48DGgh5CzJa/QKArT2abq/9+lCzBunDx+4gn3ywPsFZmo19W+yxCyv5gVfWRKFBo/U10IUBS2bCgKQ45fOYVAZpxCN4Umqp0KcwrtoYSHsf1QMlEYHzryqz2RE6ycQiD7nELjxUw6olD9/w86SHIJIxHgnXfS2w52RWEkwgrkTJFpUVhfr6c1mIWP+Xu3bCgKQ47TnEJNSz3EncKPXDIvcgqVKKRTaA/1+1mJwnihZ+UUapouGDMNncJElCjs0gXo0UPCyAAwf777ZdqpPFawAtl/jC3BzEShH0PdGdMBGD4m8VAUhhynTuHevZIHBFiPZqIIW04hRaE7lPAwuj9KFEajib9vvCiMb08UBHQKrZfTpYvcexFCtusUAuGsQF64UPJmv/gi6DXxBqNAy5RTqC78IpHYVmQUhQSgKAw9TnMKVei4Y8fUfRfDllOo1kPlxu3ezfGP7WAWPi4q0re90W0wcyZycnRhGJQotOMUZoso9NopVEM9nn227Fcffgh8+qm7ZaoLLzuiMIzh40cflZZkL7wQ9Jp4gxKF8QLNT1FoLDIx9gRVorCiQo4TpGVCURhynDqFdvMJgfDlFKoTlhIBavxjkhwzURiJmOcVGsPDRmci6ApkO07h5s2xQ1yGFS+cwpoa/b3KKezYUR//+Mkn3S1X/b52wsfKKQxT+FgdIzI09LzvGF17o0DLhFNo3P+Nnwn4E7Ym2QFFYchxmlPoRhT62adQXf06EYXt22emAnn7duC662TkiWzGKiRoJgqtnImgK5CTOYXdu0sj9Pp6+c3CzP79sSFBt9tT/e/z84GSEn26EoUffuhuuU7Cx2F0CtW2bY6i0EimnEIjeXlAu3bymBfjLReKwpDTXJxCJ30KW7fW3RE/K5AfekiGIbvjDv8+IxOYOYWAeQNcK2cizE5hXp7eczPsxSbxrprb7WkMHRt/J5Un7Ha/yPbwcdBO4W23AQMGePc/NOtRCATjFALMKyQUhaHHbU5h0KIwnT6FbdroeVR+O4VA+IVGKlKJQjOnMP6EEPSoJslEIZA9eYXxojBdp1BdHCnS3S+yPXwctFP4xBMyhOTcud4sL0inkKKQmEFRGHKyzSl025JG02JPWJkQherAt22bf5+RCdyIwvjQUZBOYUOD/h3MwseAnlcYdgEf/391Kwrji0wU6TrozSV8rBq2Zxol0p55xpvlWQk0P4e5szoGABSFhKIw9GSbKLRqSZNKFNbW6kUEbdroJz+KwtS4ySmMPwkFKQqNJ3hj/pwROoWCEonV1e6Gn3PTpzBMojDo8LE6Znz6qTiG6aK+TyadwmThY45qQigKQ47bQpNU4x4D4copNI4Ra3QK/cwpVAfcHTuyo6rVjIYG/SCfTvg4yEIT9Tu0aaP/3+OhUyi0a6fvU24umNz0Kdy2zX1hi9cEGT6ur489VnrhFqYKHx84YC8f281n0ikkZlAUhhwnTmE0qrtedpxCVWnmZSjGbU6hOtgWFkqlqdPw8ZdfOs99Uge+hoZw5U05wXiS8kIUBuEUpsonBIJrYP3nPwNjxtgf6UX9j5QTl64ojHcKI5H0QshOROHBB0tRRW0tMHw4cNddwV48RaP67xCEKIx37fwUhSUleoGR124hC01IMigKQ46TQpPdu2W+SAQoLU09vx+hArc5hfFVkU5E4fbtwOGHA8cf72xdjd87W0PISnTk58e2mAGyRxQma0ejCGqou3vvBV57DVi61N786v/at6/cex0+BtLLt3USPs7Pl7GWTztN9t9p04CTTtKjEZnGKMyDFIWFhdLw/YMP0v8/Wu2POTl6KoXXPQPtOIVhShkgmYWiMOQ4cQrVwbpLF+swnBHjVWH8+LhucTvMXXxVpBM3ZPVq+dyPP7YvaqLR2INtUCe6dEnm/GRL9bETp7CiIrNFBuqz1HjiqVBOoRqq0evwMZA5p1B9/nPPAXPmiIhYtAg48kj3I6qkgzGHsrLSu2OWXZQo7NYNOOYYefzss+ktM1klsF95hZl2CnftAk48Mb0xu0nmoCgMOUrcNTamDt04KTIB9ANAY6N3J1q34eN0nMIvv9Qff/65vfWsqIg9qWS7UxgfOgb0k0rYnUK1fsmcwjZt9P9rpkLImqZvX7eiMN0+hWZOYSZFISCRh//7P2DVKuCII8RF+vvfnX92uhjzjjUt9nkmUEKpY0cZchAA/v3v9JZp1acQ8E8UZrolzWOPycXELbd4t0ziHxSFIcfo+KVyC52Kwlat9BCCVwcBt8PcxYe1lCj89tvU4x9/8YX++LPP7K1n/PdtjqIw28LHyZxCIPN5hfv36xdidp1kdRGTrlOolmPmFGYqfBzPgAHAJZfI4yD2l/hq60yHkI1pDmeeKY/fey+9UXaCcAozXWiyYoXcf/qpu4p5klkoCkNOq1aSXwKkzvNwKgoB79tOuM0pjA8fq8rHaDT1AcooCu22iaAojJ03yOpjO04hkPm8QqPocOoUppNTaGw3Ewan0EjXrnLvVAjV16cvboIWheqY0aED0LMncPTR4lj+5z/ul9kSwscffCD30Wh4qtiJNRSFIaewECgvl8fqissKN6LQ64OA25zC+PBxfr798Y9bsii0k1NYUaE7XnQK7WMUdHZEYTSqX1wpp/DAAalud4L6vxcVmf+uXjiFmRaFP/0p0KNHei2m4sPFQTmF6pjpRQjZqk8hEKxT+N139irN335bzjePPWb++t69scdnJRBJeKEozAKGD5f75cuTzxcGpzDdljTGsJadk199PbBhg/7cbfg4WwtN7DiF0ai+fbO10AQI1im08/8wnkh799anO92mVuMeK9w6hfX1+sWZm/Ax4E4U1tcDb70l/z2jQHBKmJxCQA8hv/mm+4vqsDqFmpY6z1zTpCJ92zbggQfM51m5Mvlz4zr94hcyHj0JForCLGDECLn3UxSGLacQsDeqyYYNsTmHn39u7wrXWEkIZK9TmEwUFhXpTq0SXmF2ClOFj504hevWAf/7X3rrZRQd27al/l+p/2lJSWwjbqch5GRFJsbpTkWh0WlL1ymsqLDfu/HLL3W3NJ2csqBFYbxTeNhhUnjT0AA8/7y7ZdoRhV73DEzmFBYU6P+NVJ/78stSfATIucms8EdFt9Q2s3IK//MfYMEC4NZbk38m8R+KwizA6BQmOzGlEz4OOqfQLKxlZ1QT5TyUl8tJ+MAB4JtvUq+nOuAdfrjcb9uW+RYXXpBMFAKJeYVWLkEYqo/tOoWpRGFVlVxIDRuWnstiFB0NDanDtSqfUP1v1W/iVBQmKzIxTt+1y9l/Vu1j+fn6fumUdu3kYgOQkYDssHZt4jq4If69mR7/2OziJd0QcjJRqC5YvY5iJHMKAXspRZoG3Hij/ryhAfjvfxPnU6Lwwgvlft068//A4sWpP5NkBorCLOCII+SqrrLSuuVKQ4N+kA6TU+i2TyFgL3ysROHAgcAhh8hjO3mF6vuqfM26On/GGfWbVIUDSmip72bHKcy0OLZbaKKcwq1bk1fi/+9/IsT27k0vHBUv5lLlFar/qSqScisK7TqFNTXORLzZPuaUSMR5CNkoCrPZKYwPHwMy2g0gvVLdkEwU9uwp917n0Cb7TMCeKHzjDWDZMrlAUNvgrbcS51PO4KmnynkpGgXWrDFfHhCb/0yCgaIwC8jLA4YOlcdWIeSdO2Vnys21PpmY4bVT6FWfQsCZKDz0UKB/f3lsJ69QHfC6d9cP8tkYQnbqFKYShcahxDKF3UKTLl3kIiMaTS7QjCfRe++11/jdjHjRkUoUWjmFTt3XZKOZACLqVOjPSQg53cpjhRotqaWJwvjwMaC7eU5dW0WyPoXqImjzZm8v1JKFjwF7olC5hJdeCowdK4/jReHOnbIvRiLA976nn8PiQ8gbNgBffSWPo9FgOiAQHYrCLEGFkN9/3/x1dcLq1k1vYWMHvwpNzMLHyQ5syXIKk534VOPqfv10UejEKezYMbvzCr0ShcbtnskQsqbZdwpzcnT3JFmxiVEUfvON+9BevOhIFcaLdwrdtvlJNpqJwk6+bTzpVh4r0nEKvQwfh8EpVL9Rba27/SaZa9ejhz6Pl1GMdMPH774rVccFBcDVVwPHHSfTV6yI/Y1U6Lh/f0k7GDZMnscXmyiXUOH1sH7EGRSFWUKqCmQ3+YSA9y1prHIKgeStOdINH/frJ811AXui0JgfpLZZNlYg2w0fpxKFOTn6ts+kKDxwQL+QSOUUAvbyCtVr6jvefbe7dXMaPvYqpzBV+Nj4mhunMJ3wMeBMFDY2xu6P2eoUapq5U2h0bd20CEomCouK9P/S5s3Ol53qM1M5hVZGwU03yf3EiSJce/eWi7X6+tgxwpUjePTRcq9EYbxTqPIJFdmYxtOcoCjMElQF8ocfSi5RPG5Fod9OocopBJLnFboJH9fV6e1owuYU3nCDVKEaXRI7zJoFzJ5tf36vnEIgmGITtV65ufYcLBVSs+MUXnGF/P/efz/2ZGUXJTpUKkSmcgpTFZoYX3MiRLwKHytRaKfQ5OuvY/d7L5xCJWozKQoPHNC/R7yj7UXfSCvXzo+8wnScwuXLgddek/31mmtkWiSiu4XGELJyCpUoVOHjzz7T9wlN051C1X6JojBYKAqzhIMPloNPfb15om5YnEKrnELja2aYuRip3JCvv5YclNat5USlROHmzalPPn6KwoYG4J575KT11FP237dxI/DHPwLXXWdfmGW7KDTmE5r15IvHTlsa9dqwYcC4cfL4rrucr5sSHYceKvepnOSwO4VBhI/jL4q8cArV/ppJUaj+p7m5ifuanS4JZkSj+gW+lUAz5hV6gaall1OocgkvuEBv0A4kikJN00WhcghLS8VZ1DT9HLZunfyPioqAIUNkGsPHwUJRmCVEIslDyOk6hXv3ph5j2A7xTmFurn6yTyYKkzmF335rXpGm8gkPPVQ+o1Mn3aWxqtIG5KDkpyh89139JLJkif33GSsY7bTVAdyLQrMTQhBD3dltR6Ow08BaicJevYArr5TH//6386bXSnQMHCj3mXAKNa15hY/9EIXq84MQhR06JF68uMnvBGILulI5hV6JQmNut1OnsLISeOEFeXzttbGvKVGo+hV+8438N/PydLEHJBabqNDxMcfovyudwmChKMwikjWxTtcpNCb8p0N8TmEkooeQ7YhC4wkr1fjHxnxChZ0Q8v79+rp06OC9KHzuOf3xsmX2q1+NDrBdUegkp9DoEoTFKbRbZKJIFT6ur9f3hV69gEGDgBNOkP/Qvfc6Wzcl5lSuaiZyCquq9P+m1+HjIJ1CdZzxInzsl1NYUaFXwcZjVmSicBs+NgpkK9fOa1Fo/EynovCTT+S+rEw/zir69InNK1QuoWqnpogvNlGh4+OPNx+rnWQeisIswg+nMD9fP3l5kVcY7xQaHyfLKTRzMVKNf2xsR6OwIwrVlWhenpwgvWwSq2mxonD/fvuDwLsRhU6cwvp63Q02OyEEMdSd3XY0ir595T5+JBvFli3yGxQW6ifrq66S+4cecibQlOhQonDPHvN8XoUXTqFy/lq3tj5pA+FxClO1SlGiUImBMDuFY8bI8cNM/JsVmSjSFYVFRdYdI7zOKVTuZG6unuITj1Xv2o8+kvtBgxLfY8wrfPtt3QlUv7vCWGzS2KiHm084wb9h/YgzKAqzCJWw+8UXsTvsjh16KLWszPlyvWxgHZ9TCNjrVWjlYiTL10nmFCbrVWgMHUciupD2YlSTNWvkAF5cLFe/gP0QstPwcWOjfmKxIwpTuQTZ4hQWFMgFhpl7ok6ePXvqJ9qTT5b/RWUl8M9/2l83JToOPlgfxcPqwmH/fn37ptOn0E6RifH1IApNVJ/CmprkwiwalZwxQBcD6TiFforCmhpxtxoagE8/TXzdT6cwmUj3OqcwVeNqwNop/PhjuTcThQBw7LFy/9ZbiUUmChU+/vxzEY9790q7mu99T9+2oXYK779fyq2LiiR0l2rs2b17gcmTxXkoLJSxEV96SX+9qkpyXA4+WCzVH/xA33gBQVGYRXTsqAsg4//myitlZx8yRB+hw+lyAf+dQitR2NioOzDxB8hkB1xjj0KFnbY0RlEI6E7h/v3p59Mpl3DMGOAnP5HHdkThnj2J/fVSYRQbTkShlUsQdKGJHXJzdWfY7Dc25hMqcnIkMR4A3nvP/rqp/0K7dqnbFql9x+i8u8nRtJNPaHw9iEKTVq1kmwDJQ8ibNsl/Lj9fFxLpOIXx4eOKCu+aOn/5pZ63nGmnMJlAU07hli3ORvqw2i6pikyAWFFoXE4qUaicwvff17VSvCg86CDZNzUN+POf9ffl5SWOvhQ6nnoKmDZNWkSsWgUMHiwHequdsK5OTgIbNgBPPy0HrIceinVuLrkEWLRIrlY//hg48URg9OjUuSo+QlGYZcSHkF96CZg/X058f/+7s8bVCi/b0sTnFAKph7ozugfxJyyrJO66Oj2vzCqn0OogGi8KW7fWT+Tp5hUqUXjGGcCoUfL4vfdSn7ziQ8xORGFubmzrHyNmorC42LzSN8hCE7tOISAX24B5MZGZKAT0Ma7tjHajUE5Uu3b6cdzqWG0MHattm0742K4odDKShlfhY8BeXqEKHffvL+2ZAG/Dx42N3o2+Y/xfmAl/s3GPFX6KQjUYQX29/bGmZ84UMWl2DEnVjgbQv2NjY2zrGCUKjzzS/H19+0p1cX297DuFhZJTGI9yC19+We5VRCWI8HFVVRUqKyubbrXJcpzuvFOGcJk4UdyXOXNkQ86bZz7/vHlysnnuOTkZ9O4tdurgwfL6gQNSAXfbbcCPfiRXuzfcIPcPPODxN7UPRWGWYRzZZN8+YNIkeX7llfrO5hQv29K4cQqVKMzJSRQ3VuHjr74S0demjR7OAuTAlJcnB1yrE7hZKMiLYpOvv5a8m9xc4JRT5Cq5oEBOnFYJ7AqVT6gcGDvhImM+oVU7F/UdKyp0UWB1QsgGpxBwJwqNDrIdEdXYqP8v7YjC+CITwJ0odBo+rq+X39YOXoWPAWeisLxc/895ET7u0kX/v3sVQk4lCv0IH6fqUQjIsUy51HZDyE8+Kf9Ts9Gv7DiFrVrpr6vvvWWLXMDl5ur7UjzGvEJAIldmEYn4PMMTTpD7IApNysvLUVJS0nSbbdUktq5OqmNGj9an5eTIc6smqAsXAiNHSvi4tFQU8i236MnQDQ3yWOWmKFq1cta2wmMoCrMMYwXy738vJ8HevaW/nVu8dArd5BQaHYx4cWN1wDUWmRjfk58PHHKIPLYKIScbwzQdUfif/8j9j34k27SoSD8AptrHVT7hSSfJvR2nMFWRCaA7NJqmOw1WJ6EgCk3cOIXKDXYiCg85RE6w1dX2IjNGIde2berwcXyRiXpf/LJSYdcpLCrSl283hOxV+Biw18Ba5RMaRaEX4eM2bfTvbiYKt2yRCF+qCzEjRlEYpvAx4KzYJBrV5zO7WLDjFAKJRoEqMunf3zoqAcSKwvjQscIoCrt00V38IJzCtWvXoqKiouk2ffp08xl37xYBZ3QgAHludWX01VcSNm5slJDejBnAHXfoQ8K0bSui8cYb5cDS2Ag89piIzADHXKUozDIGDxbhs2sX8Je/yLQ5c9ILCXlZaGIWPrbrFJqdrKwOuGb5hIpUFcjx4WPAmwpkY+hYccwxcp8ql005haeeqq9jqhOoHVFYVJRYJBEmp9Bpn0LAnVOYn69XLtsZ8UZt24ICOQmGzSk0zmNXFAYVPi4v1z/TC6ewuFh31M1E4V/+IhfJI0ZISyg7eOEUGouN7GBXFDopNtm+XT/OmolCu58Zn2eeKp9QYRSF8Y6gwhjROv54/aI+iEKTtm3bol27dk23wmSK1ynRqKjeBx+ULz12LHD99XLCVvzzn3LFXlYmB5p77gHOO89dHphHUBRmGUVFekoCICM2jBmT3jK9KjTRNPPwsd2cQrOTlVVCvVk7GoUbUWisQHbD7t3StBoATj9dn67yCpM5hTU1uqvyox/p4iyVo2U3HKgEVxhFYbJcLSuUKNy4MTanTNP0PNN4UQjoYS87eYXGfELAWU6hwk+n0DiPXYcqk+FjTTMPH7t1Chsa9GNLcbHugJuJQnVhsHu3iA7l4Fuhaek5hW3b6sc7J26hU6fQjig09u802zZqf0kWPgYSnUK7orBvX/m9CwrkWGZGp04S3QL0fEIg5IUmnTtL7DzeGt+xQ98Z4unWTQ5Wubn6tIEDY5X7IYdIGfa+ffIDL18uzoq6gg0AisIsRIWQO3VyN3xXPF45hY2Ner6WE6cwmYOhhlJaujTWGTJrR6NI1ZYmmVPoVhS+8IJcGB51lD7qBiAdBgARfVaie+1aOel17CgngB49ZHqqELIdpxDQD7bqZJdKFIZ5RBNAnJmSEvmv/e9/+nRj3qQ6kRpxMjZ2vChMFT5O5hTW1tpvYO5GFAYZPrYShVu3yjbMzZV9VO3bBw44q6JVGMVk69bJnUJ13u7eXT7vrLOkk4gVW7bEOpjbtyf2wEzmFEYi7kLIfohCNRY84I1TGC8KrYpMFJGIjI38wQexw+DFc8stwLnnyk2htm1NTfJ+oIFQUCBunxqCBZA/8uLFEgI2Y9So2LJ2QE5i3brFniAB+VN36yaK+NVXY52FDENRmIX83//J//Cf/7QXZkqFV06hUfQ5ySlMdrIaMUKc0Npa+d5KdCYThana0pi5U+mKQhU6jt+XO3fWh0n773/N36vyCY86Sg6qfonCMDuFTkRhJGIeQlYOUefO5t/RiVNobEcDxDqFZoUqyZxCwP42dRM+duoUehE+VqlVVqJQuYT9+sn+b/w93FQMKzGjRkiyIwrnzZNi0WgUmDJFUrrMUP+HQw+VqF00mii0Uzna6YjCVL+Hk5xCoyg02zZ2Ck2AWFFYX69HMlI5hYDsK6nmO+88KYgx7iPt2umh5FD2Kpw2TVrKPPqobJBJk+TkNXGivD5+PGDMSZw0STbg1KlyoHrxRVHDkyfr87z6KvDKK1KluGgR8OMfy4FKLTMAKAqzkEGDRGCcfLI3y/PKKTS6IV45hZGIVOcXF0tT1HnzRCCqA2Qyp1D1SYvHa6dw/365OgZi8wkVKq/QKoSs8gnVGKFKFKZyBpRw8Sp8nOlCk2hUP3E5CR8D5sUmVvmE8e9xEj5W20T9P2pqzMNbZk5hfr6eOmHHfY1GdVHhh1OYyfCxMXQMxIoQNyFkY6VuJGJPFJaVAX/7m57Xf9NN5sMjqv/D4Yfr38sYQo5Gk4ePAX+dQic5hcbvl06hifGcsH69HNvbto2NgnhNTo6eFhBKUTh2rDRXnDlTDtZr1oigU1dImzbFnkB69hTRt2KFWKxXXCEC0ThwdEWFiMQBA0RUHnOMvMdquJkMQFFIfHcK7eYUWp2s+vTRq6t/+1sJJWuazG928uzcWf9OylE04nWhySuvyMG2d2/z8EqqvEIrUZjKKVQnebtOoTpepXIK7bY4SRdj82EnTiGQ3Cm0EoXKKdy8OXXBQ3z4uFUr/f9i9h8xcwoBZyH5vXsljQCw5xQ6EYX19fr+6aUo3LnTfLjBeFGYk6MLQzfFJvGumpUorK/X9+/SUhGQ11+vp9yY7YNKFA4YYJ4mUFWlRwD9cArtho+NqWhW+OEUqtDxEUdYt77yilDnFQJiOW/cKCez99/X/1iAuBaPPBI7/8iRUu1UUyO5LtddF5tj+ItfyPTaWjlA33efrowDgqKQNF0VVlWlPugkw9iOxnjwsBs+ThZGmTpVUjr27pULKkBcQquDVLJQYbJCk8pK507Gv/4l9z//ufn6KKfwgw8Sc2WiUb1x9VFHyb06CXgdPk4lClWIdOfO5ONUe4VyA4qLE1NsUuFGFHbqpP/XzSqXjcSLQiB5sYmZUwg4KzZRgqJdu+RtPxROhIhRiHkRPj7oIPmvNzaaX0wqUahSJ4D0ik3iBZSVKFQCOTdX/62B5G69URSq39goCpVAKSqyFlNuRKGdPoVq2YWFcgGV6qLVK6fQTBSmyif0Ao5/HDwUhQTt2+tiJp2d0axHIZBe+FiRlyfpHLm5ehjFLHSssCoqqK/XT9BGUdiunX7AN0YAli6V16x6mlZXA88/L4/HjjWfp29fcVbq6vSB4hVffSXrU1ior7NfOYXK0bE6IRx0kGwDTfNurNVkuMknVChRaPx9U4lCwN4wiID5trUqNolGdWEU7xQ6EYVOikyM89lxCpUAyc93LsDNyM/Xv2t8CDm+8liRTlua+AtHK1GoQsddusR29bArCtVvbBT+yYpMFH46hcY842R5hZpm3yl0Iwrt5BOmS1aMf9zMoSgkyM3VT8zphJDNehQan7spNDFy1FGS66twIwqNBxujGIlEzPMKr79eTuh/+pN5rt2LL8qBtm9f6xFlIhHrELIKHQ8aJMIXcC4K7eYUKqxOCJGInjNklnvlNW4aVyvUb797t37SdiIKU+UVOnEKv/tODy+mIwqdFJkY57MjCr3MJ1RYNbDetUt+k0hE3w8Bf5zCeDdMrUt8j2G1/33ySeyFb1WV/nv2728u/O20TfJTFAL28gp37oyNRCRzCp2Ej1Xj6kyIwtCHj1sAFIUEgDfFJmY9CoHUOYVOqiJvuEFv4WQ2rqbC6uSvvl9JSWxqB5AoCpcvB958Ux5XVgJPPJH4OSp0/ItfJM+3sXIq4vMJAV0U7tqVvDWD05xCRbKTkOofZnQc/MJNOxpFmza6SFN5o3ZEod22NE5EoRICJSWJLnkmnMLdu1O3efGy8lhhVWyiXMK+fWPFRybCx1ai8KCD9N/e2AVA/Q9KS0X0mYWPzdJN4vFbFNppS6Mu5JINAejUKdy0Sd+v6BS2DCgKCQBvik3cho+d9E8rLpbK/fvukxw+K6zGuk12gI8XhbfeKvdKMP/1r7HLqqoSpxAQUZgM1cj1lVekp6FCiUKVTwjIgVGdTJM1sHYaPlYkcwky6RS6aVxtxJhX2NCgbysvnML4ljSAdfhY5RPGu4SAO1Fo1ylUnxeNpr6Y87JHocJKFCpnyZhPCHgbPrZqXm0lCgHzCzNj6BgwDx87cQrtVoID3otCdSGnXPR9+xKLgJwWmqiLibIy9/upE+gUBg9FIQHgr1PoRaGJkb59pYpfhVut5jEb69aOKNy6VcTks8/K8+eekyTzDz+MHTbr+efFyevXL9bpM+Ooo6RAprEROOccffQT1aPQ+H67vQrdisLm4BQCsaJw61YRR/n55oJAYWxlk8xdi29JA6R2Cs3EnBNR+MYbseuYioICfdulcqj8cAqtehW+9Zbcx/f0zYRTqNYlXVFoFj72yym085vY6VWoLuSMBSHx/zunhSaKTBSZAHQKwwBFIQGQ3CncutXelZtVTqGX4WO75OfLCEJArCuULGncONTd7beLK3jaaXIyUZ33//pXfX4VOh47NnWrhkgE+PvfgZ/9TITkqacCr78u2zYSSTzoOhGFXuUUApkVhekUmgCxxSbqZNmzZ/JhQ/v0kf/G/v3Jt61Z+NjMRQLsOYWpej9u2CCjXUUi1gVLZtgtNvEzp9AoChsb9ZSLE06InT8dpzDd8DGgi8Lly/W0jHhRqIT/t9/qxysnhSZVVfYr973OKVT77GGH6cfc+LxCu05hfEeATISOAVYfhwGKQgLA2incuVOci1Gj9B5qVqTrFHp5wgLM88eSXfUrp3DVKhktBtD7jF5+udz/61/iBlRUAC+/LNNShY4V+fny/mOOkfefcopM79cv8bvbaUvjR05hthSaALFOoZ18QsD6YiGeZDmFO3bE7gtW7WgA+30K1f/t+OPNh+izwm7YMlPh49Wr5Xdt1y6x8Codp9Bp9bGZKDzkEJleVwesXCnT4kVhhw66oFJuoZ3wcfv2eo6yXbfQr/Bx797W28euUxiJxB4jMyUKGT4OHopCAsDaKVy2TMTHunV66xUr0s0p9NIpBMzzx+yEjz/5RNb1hz/UQ2BHHw0MGybT580DFi6UxwMHJi94iadVK9mORx6pbw+z0HPQ4eNvvrE/Xq9b0nUKlej/4gv9hJhKFAL22tKYbdsuXeTEr2mxQsiqcbXx/clEoaYB//iHPFY9OO2inMIgwsdmolANDXvccYnpHUEWmgCJXQAaGvQiJfWfiEQSQ8h2Ck1ycvTf364otNunENBF4Z491k6rupDr3VvPubRyCu18prHPY6adQoaPg4OikADQDwDxolAljQNS3JEMt06hHycswNwptCMKFcbRiAAZyhKQobOefFIe2wkdx9O+vRScqCrq4cMT50klCqNR/eTgpSgsLRWnJBpNXuTiBek6hb17i/DYv1/P9XQiCp06hTk5+n/EuG2SOYV2ROGyZcCXX8r//6yzkq97PGELH7/+utzHh44Bf8LHdXWx4dpkohCIzSvcsEHeX1QU+7+Jr0C2WxBlV6ArnAi0khL9v2TmFhp7FB58sHXLHrstaQD9GJmXp+8zfkOnMHgoCgkA6/CxGm0DkET4Tz+1XobbnEK/wsdunUJArozjx5Y+91w5aH39tfPQsdlnvfuujOv8q18lvp5q/GPjiTXVdissNG8NYkZOjn6C9DuvMN1Ck/x8XVir4gY7otBOWxozUQgkCobaWn2fcOsUKpfw7LOd7wN2Cxz8DB/v2SPboaZGL+IwE4Veho+N30P9Vg0N+kWtWrd4lCh87z29dU7//rF5qPG5o3YKTQBnxSaa5kwUAsnzCo0OYq9e1tXZTj5Tfd/+/e2NsOMFdAqDh6KQALAOHyunUAmm+++3XkZYnULjWLfJksY7ddIPftdck+gAFhcDEyfqzwcNSmy74YTu3UUQmn3vVE6hEhnGMWWTYRReqU4ImSo2Ua5OOq0uVF6h2h5eOIW1tfp/1UoUbtki+8pPfiI5qHl5wA9+kLisVKKwthaYP18eOw0dA86dQi/3sQ4d9FSRnTtl9J+aGhFkxpFMFF46hbm5ujBUwmfXLhFbOTmxoU8jQ4bIMr77Tu8uEO+CWYWPU/1PnYjC2lq9vZVdUZgsr1Dtq127ivPppVOYqdAxoB+nKipS994k/kBRSACYO4X79+s5N3feKff/+Id5p3zAXU6hpvnnFHbqpLs3aqzbZFf9kYhUHV9xhXUFqNHVc+sS2kGJwh07zLebMefNTvjaiSjMRLHJJ5/IOPD5+emddJQoVDhxCrdsMRdrxmnx/0klGJYsERH47rtyAn75ZfNWMqlE4QsviCvSo4fk4TnFrij0Yx/LydE/f8cOPZ/whBPM/5NeOIXG/258XqG6yDjooMTG9Ir8fOD735fHqntAvCi0Ch976RQat4GXolBd0Jk5hdGo/UITABg8WO6PP97e+nmBEt6aZt58m/gPRSEBYO4Ufvqp7JxduohIOvxwOTg/+qj5Mtw4hbW1+hWh104hkOgKpUoa//Wvgb/8xboH4mGHiaPTpQswYYK362qkc2d9u8U3Swbst6NRZNIp1DQR19dfb321r0KmP/uZtatjh3ghZqdyt0MHXcyoiwUj6mTUunWiuFCC4amn5L29eskIGaNHm39WKlGotsP551sLmWTYFSJ+5BQCsXmFRlFohheFJsZjhJUoTNanEtBDyGqZVk7hli0SklbL99IpVJ9dUJC836qRZL0K1QWcuqAzcwqNoyPZcQqvuEJSZS65xN76eYEx1YV5hcFAUUgA6CfmAwf0q0kVOj7ySLnynzJFnt93n/nJ3k1OobF/mx+iMD5/zE4lYSoefVROQE5ahzglVQNru+1oFG5EoRunMBqVgpyrrwZuuUUf8cVIQwPw2GPy2E3I1IjRKezY0b7oSZZXaJVPCOiCAZBq9Pffl4slK5L1Kdy1C3jpJXl8wQWp19mMIMPHgC4KP/8cWLFCHluJQi/Dx0Biha1TUahIFj62GivdDDei0K5LCCTPKbTjFKrjOmBPFEYisjynhXTpwmKTYKEoJADkBKicCiWcjKIQEDejXTsJKS9alLgMN06hOkEUFblzSlJhdAo1zX4oKAwk61Votx2NwnhCS3VCUG6DU6ewoQG48EKpzlbcdlvifIsXS4PwTp2An/7U2WfEYxSFdkLHimR5hWZD3CmOPVZEx9ixUtxiVdCgSOYUzp8v22zYMPMcPDsoIfLtt9Z9RBsbdYHvlyh86in5nEMPtf4dvCw0ARKdwmSjmRj5/vdjC0viUxCM4WN1LGzbNjEtJh6/RWGy8LGxHQ1g7hS6cSeDgMUmwUJRSADENitVB0JVeaxEYZs2eqGFWXsaNzmFfjkYCqMjVFWljwWaiXE80yVZBbJbUWjnhKBOLJs3J46dakVdHXDeedKEOTcXuPtu+awlSyS8akSlH5x3XuIFhFO6ddP/O05EoR2n0GzbHnywCNr58+39Z5VzWVeX+P9325vQSKdOupNjNW75NdcAH38sAsSsGCYdlChcvlzurVxCwHun0G34uG1bPV/u4IMThZkqqtu3Tw/V2jleOBGFTnoUKoyi0DgGOxDbjgZI7hTacQmDhE5hsFAUkiaMvQo1TXcK1QEU0Ef2ePFF4KuvYt9vFT624xR6neukMDYqVv3kiorCf2AEkoeP3eYU2jkJdesmwr6hwTyfMZ6aGumv9/TT8lv/+9/A1Kl6SNToFlZW6lWfXuRkRiK60+OVU5gsfKw+0y5GYWl0C7duBT74QBwrNYSiG/Ly9P32tdcSX3/0UeCOO+TxI48420Z2iHdKk4lCL5tXA+5FIaCHkM26B7Rpoy/7k0/k3k5kwW+nUB0PqqsTBZNV+NjMKXTymUFApzBYKApJE8Ziky1b5MCTmxt74DzsMODEE0U0Pv107PutwsfJcgr9Gs1Eoca6PXBAF7nZEDoG/MkptHNCyM3VXQk7IeRZs+QioahIRno5/XSZ/rvfiYD6z39kRBwAWLBAROTAgYnDoLlFjShz6KH236NE4eefJ+bHJgsfOyUvT7aLcbmAOHeA7E9mTa+doELw48dLLqe6OFu2DLjsMnk8cyZwzjnpfY4Z8aLwxz+2nlf999w4hXbCx05E4WWXScjeqohChZCVKHTiFH73XerRgNwItFat9BzSNWv06Xv36ttAiX6zEV+yxSnk+MfBEgpReP/9coVTVASMGKGHIqzYuxeYPFkcjcJCObCqhG27yzzuODlhGW9mTYRbEsa2NEpADRiQ2LhUhZPjk9vd5BT6HT7Oy9PFggpjNgdR6DZ8bPckZLcCeedO4N575fHjjwNjxuiv9e+vC8Q//1nujSFTrxLY//AHKWq58EL77+ndW/6XNTWJ4flk4WM3mOUVqobXyYpU7PLQQ8CVV8rj22+XFiLLlwNnnin73JlninD3A6MoHDLEvIG3Qu3jTp1Cq0bPVqIwVZ4nIBcSn34qDcPNUMUmTkRhx46pQ/kKt66d2p+M/WLVPnrQQfo2zmanUB2r6BQGQ+Ci8KmngGnT5KC1apWEKseMsa6mq6uThrEbNohTtX69HBTVlZ2TZV56qeQHqZtZUnxLwugUxheZGLG6knOTU+h3+BjQ88eWLpV7isLU2K1Avv12cSCGDxfxEc8118j9P/8po0i8846cOM8/39562KFPH2D6dP1EaIfcXN1Vif+OqcLHTjEThWo0DS9EYUEBcNddcjxs107yOEeMkMKLQYNEiOf4dKQ3unLJQseA+/Bxfb2e2+pV+DgVShQq8W7nmJGbq19YpwohuxVoSvw/95y0iwES29EA5k6h+kw6hSQZgYvCO+8UcTZxotj5c+bIjjJvnvn88+aJk/XcczK4ee/eUhFozHuzu8ziYrmqVDevTgLZiplT6EQUuskp9NspBPRQ4QcfyH02FJkAuijcti0xHOU0p3DwYDlpmf2eZtipQN65U3csbrjB3Pn7/veBH/5Q1l+N63vCCfp3CxIrNzQTotBLp1Bx9tnAypX6sbBTJwnd+3nBZXTlUolCtY/X15uHV9etk8r1+OImY7jZKnzc2KjnDHshCpXJoI5Pdo8ZdvMKzfou2qG8XAyOaBS45x6ZFp9PCJg7hU4aVwcJC02CJVBRWFcnBzFj49ecHHmuXJ14Fi4ERo6U8HFpqYQBbrlFP5A4Webjj0u444gjxGlIdgVbW1uLysrKpltVssFMsxSjU6gqj41iW5HKKQxTTiGgO4WqeWu2OIVduojrqmkiDI04zSns31+W8cgj9ua34xQaXcKTTrKeT7mFyqn3s+m3E6xEoZc5hUBir0JN051Ct61orDj0UDnO/e1v4sz26ePt8uNp00Yqmvv1A370o+TzGsWI2bH2iiskhSe+3ZWaNy8vNgphFIW7d4tQikSSh7DtYuxHCdg/ZjgVhW4E2lVXyf3cufLdzUSh2jZ1dfpxL1vCxyw0CZZAReHu3SLm4q/sSkv1nlPxfPWVhEkaGyWPcMYMqa676SZny/zlL6WB7ptviiD85z+Th7Rmz56NkpKSplu510fzEKCcwq1b9VYdbsLHVk5hfX1iK4VMhI/jm9NmiyjMydEdi/gQstPwMZB8+K94UjmFdlxCxckn645YmzbmYeYgsPqOfucUfvONfEZeXmKPPC9o1UoKKcyG3fOaSETC1evWpb6wKyjQw9hmxSbqPx5/IWLVvsUoClXouHNnb3rwxYtCp05hqmbi6Qi0E0+UQq2qKol+mYWPjf9d9X/OlkITOoXBEnj42CnRqDgoDz4o1Ytjx8pwWnPmOFvOZZeJDT9oEDBunOTdPPusjMdqxvTp01FRUdF0W6su9ZsRShQuXSrCumPHxIMj4D6nEEgMG2UifBx/cswWUQhY5xW6EYVOUK7Dpk3mo9fYdQkBEQI33CCPL7rI39/aCZkKH6sLHvWbqdBxv37p92kMA5GIvYuNSCR5sYnqj6oEnsIq1GrsxedlPiEQm6MOeBs+PnBAL3pzI9AiET238J579HOW0SnMzdX/dyqETKeQ2CHQvuadO8ufN/4gsGOHdQWZ6qFmPAgNHCguYF2du2UCkpgNAF9+CRxySOLrhYWFKDSU4VY2w9G6lVhSBxE1vF08bnMKAQkhG59nwilUY92qq/dsySkEUotCv7ZbWZnsR3V1sm8ZLw6cuISKn/9cHA3VGDgMZDp8HC8KvcwnzBaKi2U7xItC42hD8S6blZgxjtrhtSj0K3y8ZYs45StWyP512mnu1u+CC4DrrtOLTYBYpxAQ0bxvX/Y5hSw0CZZAncKCAnH71EDqgLgSixdL3qAZo0aJcDO6F59/LiebggJ3ywT0vk9hOmllGuUUKqyKEtROW1UVO7RWqpxC4zyKTOQUArEh5Gx0CuNDak5zCp2Sl6d/drxocuISGunVK/VQYZnEauQWv8PHLVkUWo1qUl2tX1TGi0KrY4QxfGx3iDu7xJ8HvHAKly2TIQ1XrJBj0GuvSRGWG1q1SmyhFi8K44e6yxankC1pgiXw8PG0adJS5tFHJS9l0iQ5CKjh1MaPl5w/xaRJEmaYOlXE4IsvSqHJ5Mn2l/m//wE33igFKRs2SPHK+PGSKG23OrM5Ei+WzIpMgNhxdI07rpUozM3Vc4niRWEmwsdAbAg5m0ShEg6rV8dO9zt8DJgXm2zf7twlDCvduon4jR+5xe/q45YsCq3a0hhdIavwsZVTWFOjO+leicL8fL1RNJC+U/iPf0iXjO3bpbBxxQrpJ5kOl1+uX2R17Jj4f40f6i5bRKES4LW1urtJMkfgw2KPHSs70MyZssMMGQK88oq+c2/aFNtjq2dP4NVXpQLryCMlzDV1ql7haGeZBQXA66/L+KzV1bLMs88Gfv/7DH3pkGLXKczLkxNdVZUczFW1n1VOIaA3CrZyCv0MHwPZ6xQefbTcr1olbpZKm8iUKHz77Vin8JZb5EA9YoQzlzCMqF6FX30l31GN4uKnKDRWHrdkURjvFKp8QsB++Nj43//iC7n3ShQCEkJ2mnJiJgrfeUevuD/jDBGIXuy33bvLue6xxxJdQiDRKcyW8HGbNnLOj0bl/BL29W1uBC4KAWDKFLmZ8dZbidNGjhQr3u0ye/aUkx2JpbhYxFtdneyUyQqsO3TQRaHCKqcQkBByTU1iWxo6hckZMEC2TXW1jNN7+OFysFTbzU8xHV+du3GjXtB1yy3Z7RIqevfWReEPfyiizc+cws2b5bfLz5dCk5aGVaGJ8ThiN3yclyfHrP37dVFoZzQTu5SVSVpRTo79/0K8KDxwQB9Kb/x44OGHvW0k/vvfy+g148cnvpatTmFOjkSj9uyRSJRZsSPxj8DDxyQ8RCK6W9ivX/KDh1kysFX42DgtDE5hNhWa5ObqYwSvWCH3xhNqJsPHf/iDCP8TTkg/9BUW4otN9u/X85W9zinct08PHR92WLjyKzOFVfjY6BTu2RPbpSCZmFFiTRVceO0UAiJQ7Ao5JQq//Vac/VmzRLCWlUmlsNcjy/TvL+3DVDWykfgG1tniFAIsNgkSikISg3LRUuVWei0K/XYK+/SR/l4/+5mz4dDCwLBhcq9EoXKyIhF/r/qNTuFnn0mOLgDcfLN/n5lp4oWvclVycrzbtkansCXnEwLWhSZGUQjEhl/tiEJV8OaHKHRyEalSaTRNCknuuEOeP/BA5o878UPdZYtTCLDYJEhCET4m4UE5hVZFJopkotAqp9A4jyJT4eOcHMlFzUZUXqEaps/YjsbPEK5RMM2cKQ7aaafp7ZuaA/EhcmPo2KttayYKm2Hve1vYKTQBJISsRFmyC8f4sK6XolD1KnSSbpKfL8fG774DLrxQ9pnzzgNOPdW79bILnULiBjqFJIYxY+TA/bOfJZ/PbKdNlVMIJOYUZip8nM0oUbhmjYhqv9vRKHr0EDFdUwMsWCAi6cYb/f3MTBMfPva6HQ0Q27y6pTuFdgpNgNgKZDtOoUKFb73gRz+S/8GJJzp7n3FUk86dgb/8xbt1cgKdQuIGOoUkhuuuA66+OvVQUV6FjzPlFGYzffvq7sPHH2dOFBYUiFuj2n2cd17za9lkHLmlsdH7ymNA/50qKyXXDGi5otBOoQkQW2ySTMwYQ7KdOnmbp9m/v4hVp8PmHXSQtEsDgHvv9VaoOsHKKcwGUUinMDjoFJIE7BwEvQgfNzbqziGdQmsiET2v8IMPMtOORqFEU26uFJo0N7p3l/97fT2wbZu/onDvXnHI8vOBQw/1bvnZhJ1CEyBWFNoNH3sZOla4GUdZhb1PO01axgSFVfPqbAgf0ykMDopC4govnEJjCIlOYXJUCHnFCv+HuDOiWvlcdFHzFDLGkVs2bvS+HQ2QKN7792+ZlceAdaGJOo4oV81N+NgPUeiG3/8e+O1vgblzg23blK0taYAQO4X33y9XykVFkly9fHny+ffulZE1unWTHKrDDgNeekl/vbERmDFDKiFbtZIxdm+8USqVAoLhY+IKL3IKVRg0Jyd2KDySiFEUqkKPTDiFs2bJ2OL/93/+f1ZQ9O4tOYUbNvibU6hoqaFjILVTOGCAVB6bOYXZIgqPPFKGggyabG1eDYRUFD71lAyXNmeOHITvvluS8Nevjx3+RlFXB/zkJ/La009L5dLGjbFDgt16q5SmP/qoHBg++ECGXispAa64IlPfLAaKQuIKL51Cv6tomwMqfPzpp7qLkglR2LMn8Jvf+P85QWIsNlF95Lx0CnNz9SbLAEUhYF1oMmAA8O675jmFQYSPs5lsdgpDGT6+807g0kv18XLnzJFxdufNA669NnH+efPkj/3f/+qhAXWwUfz3v8DppwOnnKK//uSTqR1IH2H4mLjCi5zCTPUobA6UlcloDY2NctIEMiMKWwJGUehH+BiI/a1asihMVWiimsy7CR97OZpJc8BYfdzQoB976RTqVFVVobKysulWG98eQ1FXB6xcCYwerU/LyZHnS5eav2fhQhl+bfJkuWI54ggZCqqxUZ/nBz8AFi/WK5M+/BBYsgQ4+WRvvqALKAqJK+J3Wk3TG8jadQpZeWyfSEQPIS9ZIvcszvEGY69CPwpNAIpChZlT2NiohziVKAxLoUk2o5xCTYttBk6nUKe8vBwlJSVNt9mzZ5vPuHu3/FHj/2SlpcD27ebv+eorCRs3Nkoe4YwZ0s38ppv0ea69Fjj3XPnj5+cDRx0lw9OMG+fJ93MDw8fEFUoUVlbKf9548WM3p5A9Cp0xbBjw/PO6c0Kn0BuMTbq7dZPHXm9b9R8vKJBc8paKmVNoPPGrwqadO0XMRCLZV2gSFlq1ktSFxsZY3VJUFNw62SVTTuHatWtRprqUAyj0Mrk9GpV8wgcf1Mcr3bJFEk5nzZJ5/vUv4PHHgSeekKvFNWtEFHbvDkyY4N26OICikLjCmCu7d29soQidQn9QTqGCotAbjKJQOVV+OYX9+7trc9JcMCs0UfmEbdvq7Vzq6sQ9bN+eotAtkYi4hXv26KKwqMj78Zf9QJ1flOmQm+vP57Rt2xbt7OzsnTvLShjzGgB5bpW30K2buH/GlR84UH6Mujo5Kf7ud7pbCACDBsmBaPbswERhFvw9SBjJz9fdj+++ixV7zCn0B4pCf+jRQ47bdXXAF1/INL9EYUsOHQPm4WPlBnXoIO6W2lYqhJzsOGFsXk1RmIj6HytRmA2hYyB2vGmVWhAoBQXi9C1erE+LRuX5yJHm7xk1CvjyS5lP8fnnIhbVCXH//kSVnpsb+54MQ1FIXGO0+FU7mkjE/KpO7QPG8PHXX8u9cgdIcjp3ji1eY9jdG/Ly9HFuVb6314Jb7StHHOHtcrMNs/CxcgrVGMNK3KkQsl2n0KwrSEtHiWYlCrOhyAQQY0H9V0LTlmbaNOChh6R9zLp1wKRJcsWiqpHHjwemT9fnnzRJ/txTp8qB5cUXpdBk8mR9nlNPBW6+WV7bsAF49lmpcj7zzIx+NSMtOJBB0qVDB2DzZtlplYNeUGDeXkaFl41O4SefyP2gQf6uZ3Ni2DB9nF46hd7Ru7cMdacu0L12Cq+8Uk50F1/s7XKzDWP4WOUMKlGohHOXLmKw7Ngh427Hv9dIr14yRnHPnuZpKy2deFGYLU4hICHk6uoQtaUZO1YqdmbOlA06ZAjwyiv6VcymTbGuX8+ewKuvAlddJc0ry8pEIF5zjT7PvfdKAcrll8tVUPfu0hR25syMfjUjFIXENUanMFmPQuN0isL0OPpoKWgDKAq9pHdv4J139Odei8Jhw4CHH/Z2mdmIcn80TQRfq1a6E6ScQuX47dwZG2Y2EzS5ucDbb/u3vtlOfPg4W5xCQM4vW7aEyCkEgClT5GbGW28lThs5Eli2zHp5bdtKE+y77/Zg5byB4WPiGjNRaDV8V7worKnR87daekjNCca8QoaPvSO+p6zXopAIRlGiwsLJwsdqnsJC/4oNmjPZ7hQCIXIKWwgUhcQ1ZjmFVk5hfEuazz6TqrKOHdl01glDh+qP6RR6R7wo5Lb1h7w8/RihXEBjoQlg7hRmk5gJE9laaAKEdKi7FgDDx8Q16YSPVej4iCM4xJ0T2rUDfvtbybk69NCg16b5oBpYKygK/aN1azkOWDmFShTu2JF8iDuSGuUUbtsm99kUPj7uONkP+/QJek1aFhSFxDVeiULijNtvD3oNmh9Gp7CwMLbvJvGW4mI5Zlg5hWbh42xyuMKEcgrV8I3ZtB2nTQt6DVomDB8T16STU8giExImevTQCwfpEvpLfFsaK6eQ4eP0MfZxBLLLKSTBQFFIXJNOTiGdQhImCgr0XoUsMvGX+FFNrHIKGT5On/j/MsU1SQVFIXGN2/BxZaWM5ANwhAcSHlReIUWhv8SPamJVfbx3r155SjHjDjqFxCkUhcQ1bkXhp5/K47Ky2OGMCAkSlVdIUegvVuFjdSxo314fH1o1aqdT6A46hcQpFIXENW5zChk6JmFEiULmFPqL0Sk8cEBPKVFOYU4OcNBB8lgNhUkx4454p5DbkaSCopC4RonCigp9OCo7OYUUhSSM/OAHcs/iJ38xOoXKJczNjRXjKoSsnEKKGXfEO4UMH5NUsCUNcY3qOA/IkJCAvfAxK49JGDn5ZMl17dEj6DVp3hgLTYxFJsZ+parYRDmFDB+7g04hcQqdQuKaggL9ILNjhz7Nal6A4WMSbnr1ih3TnniPMXwcX2SiUKJw69bY9xBn0CkkTuHhj6SFCiHv3Cn3qXIKt26VeSMRYOBA/9ePEBIujOHj+HY0ChU+1jS5pyh0R35+rBDkdiSpoCgkaaEO5qmcQpVTqCoODzmEByhCWiJOnEIFw8fuMYaQ6RSSVFAUkrSwKwrjpzN0TEjLxKzQJN4pjBeFvIB0jzGEzO1IUkFRSNLCrShkkQkhLROjU6jCx/FOoQofx7+HOMfoFHI7klRQFJK0UKJQVR+nyilU0CkkpGVirD5m+Nh/jE4hw8ckFRSFJC2UKGxokPtUOYUKikJCWiZ2Ck0YPvYOOoXECRSFJC3iD+Z2wsf5+UC/fv6tEyEkvLDQJLPQKSROoCgkaREvCu2EjwcMsJ6PENK8seMUFhbS4fIKbkfiBIpCkhZunEIWmRDScrHjFAKxbiHFjHvoFBInUBSStLArCnNz5QYwn5CQloxZoUn8cQSIrUBm+Ng9yimMRBJzuwmJh2Mfk7SwKwrVawcOUBQS0pJRAm/fPr1AjU6hfyinsLg4dnxpQsygU0jSwm5OIQCUlcnrQ4f6u06EkPCiBF59vT6MnZlTSFHoDcopZOiY2IFOIUkLJ07hq69KuKh7d3/XiRASXuJDwcXF5mFNY/iYgsY9RqeQkFRQFJK0cCIK+/aVGyGk5VJUFPvcLHQM6E4hw57pcdhhsv0OOSToNSHZAEUhSYvCQrmKP3BAnicThYQQEomI0Nu/X56bhY6BWFFI3NO3L7B2LdC1a9BrQrIB5hSStDEe1Nl/kBCSCmMI2cop7NZN7o0tVYg7BgwA2rcPei1INkCnkKRNhw7A1q3ymE4hISQVRvfPyikcMQK47DLgmGMys06EEIpC4gHGgzpFISEkFXacwrw84G9/y8z6EEIEho9J2lAUEkKcYMcpJIRkHopCkjbMKSSEOMEoCq2cQkJI5qEoJGlDp5AQ4gQ74WNCSOahKCRpQ1FICHECw8eEhBOKQpI2FIWEECfQKSQknFAUkrRhTiEhxAl0CgkJJxSFJG3oFBJCnMBCE0LCCUUhSRuKQkKIE4zhYzqFJGu4/36gd28ZwHvECGD58uTz790LTJ4sw/MUFspA1C+9pL/eu7eM+xh/mzzZxy+RHDavJmlDUUgIcYJyCiMRoKQk2HUhxBZPPQVMmwbMmSOC8O67gTFjgPXr9YG6jdTVAT/5ibz29NNAWRmwcWPseIMrVgCNjfrzTz6R95xzjt/fxhKKQpI2zCkkhDhBOYUdOgA5jFeRbODOO4FLLwUmTpTnc+YAL74IzJsHXHtt4vzz5gF79gD//a9+YuzdO3aegw6Kff6nPwGHHAIce6znq28X7o4kbQ46COjeHejRIzZXiBBCzFDHCYaOSZBUVVWhsrKy6VZbW2s+Y10dsHIlMHq0Pi0nR54vXWr+noULgZEjJRRcWgoccQRwyy2xzmD8Zzz2GHDRRWKhBwRFIUmbvDxxvT/6CMjNDXptCCFhh6KQhIHy8nKUlJQ03WbPnm0+4+7dIuZKS2Onl5YC27ebv+erryRs3NgoeYQzZgB33AHcdJP5/M89JzmIF17o8tt4A8PHxBN4cCeE2OWHPwT69wd++cug14S0ZNauXYuysrKm54WFhd4tPBqVfMIHHxS3ZOhQYMsW4PbbgVmzEuefOxc4+WQJuwUIRSEhhJCM0qMH8NlnQa8Faem0bdsW7dq1Sz1j584i7HbsiJ2+YwfQtav5e7p1k1xCY/hs4EBxFuvqYqsyN24EXn8deOYZ51/CYxg+JoQQQgixoqBAnL7Fi/Vp0ag8HznS/D2jRgFffinzKT7/XMRifJuOhx8WV/GUU7xfd4dQFBJCCCGEJGPaNOChh4BHHwXWrQMmTQKqq/Vq5PHjgenT9fknTZLq46lTRQy++KIUmsT3IIxGRRROmCAJ+gETClHodT9IO8usqZFldOoEtGkDnH12ojNMCCGEEIKxY4E//xmYORMYMgRYswZ45RW9+GTTJmDbNn3+nj2BV1+VXoRHHglccYUIxPj2Na+/Lu+96KJMfZOkRDRN04JcgaeeEoFt7Ae5YEHyfpCjRslr110X2w9y8GD7y5w0SYT7I49I89QpU6TC/L337K33N998g549e2Lz5s3o0aNH+huCEEIIIb7D87c1gYvCESOAo48G7rtPnkejIrB//WvzfpBz5kjxzmefWTdKTrXMigrprffEE8DPfy7zfPaZ5IAuXQp8//up15t/KkIIIST74PnbmkDDx370g7SzzJUrgfr62HkGDAB69bL+3Nra2pgml1VVVe6/OCGEEEJIyAhUFPrRD9LOMrdvl+If4xCEqT539uzZMU0uy8vLHX1XQgghhJAwE4pCEycY+0EOHSq5n9dfL2FlP5k+fToqKiqabmvXrvX3AwkhhBBCMkig9c9+9IO0s8yuXWXevXtj3cJkn1tYWBjT7byystLWdySEEEIIyQYCdQr96AdpZ5lDh4qwNM6zfr1UhVt9LiGEEEJIcybw8LEf/SBTLbOkBLj4YpnvzTel8GTiRBGEdiqPCSGEEEKaG4G3zx47Fti1S/pBbt8uPSHj+0HmGKSr6gd51VXSD7KsTATiNdfYXyYA3HWXLPfss4HaWmDMGOCvf83ENyaEEEIICR+B9ynMVtjniBBCCMk+eP62JvDwMSGEEEIICZ7Aw8fZSvT/V7psM451SAghhJBQo87bUWPFKgFAUeiaHf+/583w4cMDXhNCCCGEOGXHjh3o1atX0KsRKphT6JKGhgasXr0apaWlyMnxLgpfVVWF8vJyrF27Fm3btvVsucQcbu/MwW2dObitMwe3debwaltHo1Hs2LEDRx11FPLy6I0ZoSgMGZWVlSgpKUFFRQXatWsX9Oo0e7i9Mwe3debgts4c3NaZg9vaf1hoQgghhBBCKAoJIYQQQghFYegoLCzErFmzYsZZJv7B7Z05uK0zB7d15uC2zhzc1v7DnEJCCCGEEEKnkBBCCCGEUBQSQgghhBBQFBJCCCGEEFAUEkIIIYQQUBSGjvvvvx+9e/dGUVERRowYgeXLlwe9SlnP7NmzcfTRR6Nt27bo0qULzjjjDKxfvz5mnpqaGkyePBmdOnVCmzZtcPbZZzcNZUjc86c//QmRSARXXnll0zRua+/YsmULzj//fHTq1AmtWrXCoEGD8MEHHzS9rmkaZs6ciW7duqFVq1YYPXo0vvjiiwDXODtpbGzEjBkz0KdPH7Rq1QqHHHIIbrzxRhjrNLmt3fHOO+/g1FNPRffu3RGJRPDcc8/FvG5nu+7Zswfjxo1Du3bt0L59e1x88cXYt29fBr9F84GiMEQ89dRTmDZtGmbNmoVVq1Zh8ODBGDNmDHbu3Bn0qmU1b7/9NiZPnoxly5Zh0aJFqK+vx4knnojq6uqmea666io8//zzWLBgAd5++21s3boVZ511VoBrnf2sWLECf/vb33DkkUfGTOe29obvvvsOo0aNQn5+Pl5++WWsXbsWd9xxBzp06NA0z2233YZ77rkHc+bMwfvvv4/WrVtjzJgxqKmpCXDNs49bb70VDzzwAO677z6sW7cOt956K2677Tbce++9TfNwW7ujuroagwcPxv3332/6up3tOm7cOHz66adYtGgRXnjhBbzzzju47LLLMvUVmhcaCQ3Dhw/XJk+e3PS8sbFR6969uzZ79uwA16r5sXPnTg2A9vbbb2uapml79+7V8vPztQULFjTNs27dOg2AtnTp0qBWM6upqqrS+vXrpy1atEg79thjtalTp2qaxm3tJddcc412zDHHWL4ejUa1rl27arfffnvTtL1792qFhYXak08+mYlVbDaccsop2kUXXRQz7ayzztLGjRunaRq3tVcA0J599tmm53a269q1azUA2ooVK5rmefnll7VIJKJt2bIlY+veXKBTGBLq6uqwcuVKjB49umlaTk4ORo8ejaVLlwa4Zs2PiooKAEDHjh0BACtXrkR9fX3Mth8wYAB69erFbe+SyZMn45RTTonZpgC3tZcsXLgQw4YNwznnnIMuXbrgqKOOwkMPPdT0+tdff43t27fHbOuSkhKMGDGC29ohP/jBD7B48WJ8/vnnAIAPP/wQS5YswcknnwyA29ov7GzXpUuXon379hg2bFjTPKNHj0ZOTg7ef//9jK9ztpMX9AoQYffu3WhsbERpaWnM9NLSUnz22WcBrVXzIxqN4sorr8SoUaNwxBFHAAC2b9+OgoICtG/fPmbe0tJSbN++PYC1zG7mz5+PVatWYcWKFQmvcVt7x1dffYUHHngA06ZNw3XXXYcVK1bgiiuuQEFBASZMmNC0Pc2OKdzWzrj22mtRWVmJAQMGIDc3F42Njbj55psxbtw4AOC29gk723X79u3o0qVLzOt5eXno2LEjt70LKApJi2Ly5Mn45JNPsGTJkqBXpVmyefNmTJ06FYsWLUJRUVHQq9OsiUajGDZsGG655RYAwFFHHYVPPvkEc+bMwYQJEwJeu+bFv/71Lzz++ON44okncPjhh2PNmjW48sor0b17d25r0qxg+DgkdO7cGbm5uQlVmDt27EDXrl0DWqvmxZQpU/DCCy/gzTffRI8ePZqmd+3aFXV1ddi7d2/M/Nz2zlm5ciV27tyJ733ve8jLy0NeXh7efvtt3HPPPcjLy0NpaSm3tUd069YN5eXlMdMGDhyITZs2AUDT9uQxJX1+97vf4dprr8W5556LQYMG4YILLsBVV12F2bNnA+C29gs727Vr164JxZgNDQ3Ys2cPt70LKApDQkFBAYYOHYrFixc3TYtGo1i8eDFGjhwZ4JplP5qmYcqUKXj22WfxxhtvoE+fPjGvDx06FPn5+THbfv369di0aRO3vUNOOOEEfPzxx1izZk3TbdiwYRg3blzTY25rbxg1alRCa6XPP/8cBx98MACgT58+6Nq1a8y2rqysxPvvv89t7ZD9+/cjJyf2dJmbm4toNAqA29ov7GzXkSNHYu/evVi5cmXTPG+88Qai0ShGjBiR8XXOeoKudCE68+fP1woLC7VHHnlEW7t2rXbZZZdp7du317Zv3x70qmU1kyZN0kpKSrS33npL27ZtW9Nt//79TfP86le/0nr16qW98cYb2gcffKCNHDlSGzlyZIBr3XwwVh9rGre1VyxfvlzLy8vTbr75Zu2LL77QHn/8ca24uFh77LHHmub505/+pLVv3177z3/+o3300Ufa6aefrvXp00c7cOBAgGuefUyYMEErKyvTXnjhBe3rr7/WnnnmGa1z587a1Vdf3TQPt7U7qqqqtNWrV2urV6/WAGh33nmntnr1am3jxo2aptnbrieddJJ21FFHae+//762ZMkSrV+/ftp5550X1FfKaigKQ8a9996r9erVSysoKNCGDx+uLVu2LOhVynoAmN4efvjhpnkOHDigXX755VqHDh204uJi7cwzz9S2bdsW3Eo3I+JFIbe1dzz//PPaEUccoRUWFmoDBgzQHnzwwZjXo9GoNmPGDK20tFQrLCzUTjjhBG39+vUBrW32UllZqU2dOlXr1auXVlRUpPXt21e7/vrrtdra2qZ5uK3d8eabb5oenydMmKBpmr3t+u2332rnnXee1qZNG61du3baxIkTtaqqqgC+TfYT0TRDS3ZCCCGEENIiYU4hIYQQQgihKCSEEEIIIRSFhBBCCCEEFIWEEEIIIQQUhYQQQgghBBSFhBBCCCEEFIWEEEIIIQQUhYQQQgghBBSFhBDimkgkgueeey7o1SCEEE+gKCSEZCUXXnghIpFIwu2kk04KetUIISQryQt6BQghxC0nnXQSHn744ZhphYWFAa0NIYRkN3QKCSFZS2FhIbp27Rpz69ChAwAJ7T7wwAM4+eST0apVK/Tt2xdPP/10zPs//vhjHH/88WjVqhU6deqEyy67DPv27YuZZ968eTj88MNRWFiIbt26YcqUKTGv7969G2eeeSaKi4vRr18/LFy4sOm17777DuPGjcNBBx2EVq1aoV+/fgkilhBCwgJFISGk2TJjxgycffbZ+PDDDzFu3Dice+65WLduHQCguroaY8aMQYcOHbBixQosWLAAr7/+eozoe+CBBzB58mRcdtll+Pjjj7Fw4UIceuihMZ/xhz/8Ab/4xS/w0Ucf4ac//SnGjRuHPXv2NH3+2rVr8fLLL2PdunV44IEH0Llz58xtAEIIcYJGCCFZyIQJE7Tc3FytdevWMbebb75Z0zRNA6D96le/innPiBEjtEmTJmmapmkPPvig1qFDB23fvn1Nr7/44otaTk6Otn37dk3TNK179+7a9ddfb7kOALTf//73Tc/37dunAdBefvllTdM07dRTT9UmTpzozRcmhBCfYU4hISRr+fGPf4wHHnggZlrHjh2bHo8cOTLmtZEjR2LNmjUAgHXr1mHw4MFo3bp10+ujRo1CNBrF+vXrEYlEsHXrVpxwwglJ1+HII49sety6dWu0a9cOO3fuBABMmjQJZ599NlatWoUTTzwRZ5xxBn7wgx+4+q6EEOI3FIWEkKyldevWCeFcr2jVqpWt+fLz82OeRyIRRKNRAMDJJ5+MjRs34qWXXsKiRYtwwgknYPLkyfjzn//s+foSQki6MKeQENJsWbZsWcLzgQMHAgAGDhyIDz/8ENXV1U2vv/fee8jJyUH//v3Rtm1b9O7dG4sXL05rHQ466CBMmDABjz32GO6++248+OCDaS2PEEL8gk4hISRrqa2txfbt22Om5eXlNRVzLFiwAMOGDcMxxxyDxx9/HMuXL8fcuXMBAOPGjcOsWbMwYcIE3HDDDdi1axd+/etf44ILLkBpaSkA4IYbbsCvfvUrdOnSBSeffDKqqqrw3nvv4de//rWt9Zs5cyaGDh2Kww8/HLW1tXjhhReaRCkhhIQNikJCSNbyyiuvoFu3bjHT+vfvj88++wyAVAbPnz8fl19+Obp164Ynn3wS5eXlAIDi4mK8+uqrmDp1Ko4++mgUFxfj7LPPxp133tm0rAkTJqCmpgZ33XUXfvvb36Jz5874+c9/bnv9CgoKMH36dGzYsAGtWrXCD3/4Q8yfP9+Db04IId4T0TRNC3olCCHEayKRCJ599lmcccYZQa8KIYRkBcwpJIQQQgghFIWEEEIIIYQ5hYSQZgozYwghxBl0CgkhhBBCCEUhIYQQQgihKCSEEEIIIaAoJIQQQgghoCgkhBBCCCGgKCSEEEIIIaAoJIQQQgghoCgkhBBCCCEA/h9AHOWhVBsawAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from tqdm import tqdm\n",
    "\n",
    "epochs, lr = 100, 1e-4\n",
    "\n",
    "for i in range(10):\n",
    "    df = pd.DataFrame(columns=['Loss', 'Recall'])\n",
    "    \n",
    "    model_name = f\"{i}-net\"\n",
    "    if InDL:\n",
    "        model_name = f\"{model_name}-InDL\"\n",
    "    else:\n",
    "        model_name = f\"{model_name}-MNIST\"\n",
    "\n",
    "    model = Net(i).to(device)\n",
    "    optimizer = torch.optim.AdamW(model.parameters(), lr=lr)\n",
    "    \n",
    "    model_path = f'./models/{exp_name}/{model_name}.pt'\n",
    "    history_path = f'./models/{exp_name}/{model_name}_history.csv'\n",
    "\n",
    "    if os.path.exists(history_path):\n",
    "        df = pd.read_csv(history_path)\n",
    "    else:\n",
    "        previous_best_recall = 0\n",
    "        for epoch in tqdm(range(1, epochs+1)):\n",
    "            loss = train(model, device, train_loader, optimizer, epoch)\n",
    "            recall = test(model, device, test_loader)\n",
    "            \n",
    "            df.loc[len(df)] = [loss, recall]\n",
    "            \n",
    "            if recall > previous_best_recall:\n",
    "                previous_best_recall = recall\n",
    "                torch.save(model.state_dict(), model_path)\n",
    "                \n",
    "        df.to_csv(history_path, index=False)\n",
    "\n",
    "    # Assuming df is your DataFrame and it has columns 'Loss' and 'Class 0 Recall'\n",
    "\n",
    "    fig, ax1 = plt.subplots()\n",
    "\n",
    "    # Plot Loss\n",
    "    sns.lineplot(data=df, x=df.index, y='Loss', ax=ax1, color='blue')\n",
    "    ax1.set_ylabel('Loss', color='blue')\n",
    "    ax1.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "    # Create a second y-axis and plot Recall on it\n",
    "    ax2 = ax1.twinx()\n",
    "    sns.lineplot(data=df, x=df.index, y='Recall', ax=ax2, color='red')\n",
    "    ax2.set_ylabel('Recall', color='red')\n",
    "    ax2.tick_params(axis='y', labelcolor='red')\n",
    "    \n",
    "    ax1.set_xlabel('Epochs')\n",
    "\n",
    "    plt.show()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      0.88      0.93       282\n",
      "           1       0.77      0.97      0.86       118\n",
      "\n",
      "    accuracy                           0.91       400\n",
      "   macro avg       0.88      0.93      0.89       400\n",
      "weighted avg       0.92      0.91      0.91       400\n",
      "\n",
      "1-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.88      0.93       282\n",
      "           1       0.77      0.97      0.86       118\n",
      "\n",
      "    accuracy                           0.91       400\n",
      "   macro avg       0.88      0.92      0.89       400\n",
      "weighted avg       0.92      0.91      0.91       400\n",
      "\n",
      "2-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      0.90      0.94       282\n",
      "           1       0.80      0.94      0.86       118\n",
      "\n",
      "    accuracy                           0.91       400\n",
      "   macro avg       0.89      0.92      0.90       400\n",
      "weighted avg       0.92      0.91      0.91       400\n",
      "\n",
      "3-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.87      0.92       282\n",
      "           1       0.76      0.95      0.84       118\n",
      "\n",
      "    accuracy                           0.90       400\n",
      "   macro avg       0.87      0.91      0.88       400\n",
      "weighted avg       0.91      0.90      0.90       400\n",
      "\n",
      "4-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.88      0.92       282\n",
      "           1       0.76      0.92      0.83       118\n",
      "\n",
      "    accuracy                           0.89       400\n",
      "   macro avg       0.86      0.90      0.87       400\n",
      "weighted avg       0.90      0.89      0.89       400\n",
      "\n",
      "5-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      0.86      0.91       282\n",
      "           1       0.74      0.93      0.82       118\n",
      "\n",
      "    accuracy                           0.88       400\n",
      "   macro avg       0.85      0.90      0.87       400\n",
      "weighted avg       0.90      0.88      0.89       400\n",
      "\n",
      "6-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.84      0.90       282\n",
      "           1       0.71      0.95      0.81       118\n",
      "\n",
      "    accuracy                           0.87       400\n",
      "   macro avg       0.84      0.89      0.86       400\n",
      "weighted avg       0.90      0.87      0.88       400\n",
      "\n",
      "7-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.82      0.84      0.83       282\n",
      "           1       0.60      0.57      0.58       118\n",
      "\n",
      "    accuracy                           0.76       400\n",
      "   macro avg       0.71      0.70      0.71       400\n",
      "weighted avg       0.76      0.76      0.76       400\n",
      "\n",
      "8-net-InDL\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.70      1.00      0.83       282\n",
      "           1       0.00      0.00      0.00       118\n",
      "\n",
      "    accuracy                           0.70       400\n",
      "   macro avg       0.35      0.50      0.41       400\n",
      "weighted avg       0.50      0.70      0.58       400\n",
      "\n",
      "9-net-InDL\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.70      1.00      0.83       282\n",
      "           1       0.00      0.00      0.00       118\n",
      "\n",
      "    accuracy                           0.70       400\n",
      "   macro avg       0.35      0.50      0.41       400\n",
      "weighted avg       0.50      0.70      0.58       400\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "\n",
    "def evaluate_model(model, dataloader, device):\n",
    "    model.eval()  # set the model to evaluation mode\n",
    "    \n",
    "    all_predictions = []\n",
    "    all_labels = []\n",
    "    \n",
    "    with torch.no_grad():  # don't calculate gradients\n",
    "        for inputs, labels in test_loader:\n",
    "            inputs = inputs.to(device)\n",
    "            labels = labels.to(device)\n",
    "            \n",
    "            outputs = model(inputs)\n",
    "            _, predictions = torch.max(outputs, 1)\n",
    "            \n",
    "            all_predictions.extend(predictions.cpu().numpy())\n",
    "            all_labels.extend(labels.cpu().numpy())\n",
    "    \n",
    "    print(classification_report(all_labels, all_predictions))\n",
    "\n",
    "for i in range(10):\n",
    "    model_name = f\"{i}-net\"\n",
    "    if InDL:\n",
    "        model_name = f\"{model_name}-InDL\"\n",
    "    else:\n",
    "        model_name = f\"{model_name}-MNIST\"\n",
    "        \n",
    "    if not os.path.exists(f\"models/{exp_name}/{model_name}.pt\"):\n",
    "        continue\n",
    "    state_dict = torch.load(f\"models/{exp_name}/{model_name}.pt\")\n",
    "    model = Net(i).to(device)\n",
    "    model.load_state_dict(state_dict)\n",
    "    \n",
    "    print(model_name)\n",
    "\n",
    "    # Assuming you have a model, dataloader and device (CPU or CUDA) defined\n",
    "    evaluate_model(model, test_loader, device)"
   ]
  }
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